{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Can remove once logomaker is installed\n",
    "import sys\n",
    "sys.path.append('../../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# matplotlib import\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# logomaker import\n",
    "import logomaker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CRP energy logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_fig1b.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# load crp energy matrix\n",
      "crp_df = -logomaker.get_example_matrix('crp_energy_matrix',\n",
      "                                        print_description=False)\n",
      "\n",
      "# create Logo object\n",
      "crp_logo = logomaker.Logo(crp_df,\n",
      "                          shade_below=.5,\n",
      "                          fade_below=.5,\n",
      "                          font_name='Arial Rounded MT Bold')\n",
      "\n",
      "# style using Logo methods\n",
      "crp_logo.style_spines(visible=False)\n",
      "crp_logo.style_spines(spines=['left', 'bottom'], visible=True)\n",
      "crp_logo.style_xticks(rotation=90, fmt='%d', anchor=0)\n",
      "\n",
      "# style using Axes methods\n",
      "crp_logo.ax.set_ylabel(\"$-\\Delta \\Delta G$ (kcal/mol)\", labelpad=-1)\n",
      "crp_logo.ax.xaxis.set_ticks_position('none')\n",
      "crp_logo.ax.xaxis.set_tick_params(pad=-1)\n",
      "\n",
      "# style and show figure\n",
      "crp_logo.fig.show()\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
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HH1709cDFdKzdfps6z1qAOQohhXS1ryAvnKsPrfb73qpDq4Lah4lJTaM11kLq8LG/1Fla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nlgLl2EfVX4XLMJ24zpX8/qSG28sy397vTxlkKllst3lhdKLYUhPZvG/T/+yp+lUKpifV3vFJRq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\nfo+JS2D91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Rw6dAnlGznsQ0/PME1Nl01zmZlJUdVNo1koCso2W+YaDr9k8pr50t50yFLm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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "crp_fig = logomaker.demo('fig1b')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Splice site probability logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_fig1c.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# load ss probability matrix\n",
      "ss_df = logomaker.get_example_matrix('ss_probability_matrix',\n",
      "                                     print_description=False)\n",
      "\n",
      "# create Logo object\n",
      "ss_logo = logomaker.Logo(ss_df,\n",
      "                         width=.8,\n",
      "                         vpad=.05,\n",
      "                         fade_probabilities=True,\n",
      "                         stack_order='small_on_top',\n",
      "                         color_scheme='dodgerblue',\n",
      "                         font_name='Rosewood Std')\n",
      "\n",
      "# style using Logo methods\n",
      "ss_logo.style_spines(spines=['left', 'right'], visible=False)\n",
      "\n",
      "# style using Axes methods\n",
      "ss_logo.ax.set_xticks(range(len(ss_df)))\n",
      "ss_logo.ax.set_xticklabels('%+d'%x for x in [-3, -2, -1, 1, 2, 3, 4, 5, 6])\n",
      "ss_logo.ax.set_yticks([0, .5, 1])\n",
      "ss_logo.ax.axvline(2.5, color='k', linewidth=1, linestyle=':')\n",
      "ss_logo.ax.set_ylabel('probability')\n",
      "\n",
      "# show plot\n",
      "ss_logo.fig.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
      "image/png": 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Kr371q/H5z3++qd8upIHXfZoWMgB489XA791U/3dDMeBtNwA/cwnwxs8Cz8wDH3mM9/EP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\nUywBD09zoeDXInVmFUCDhCwZpU52JVs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LD8VZbPlsJnCy8L5qW+3o0W8dBz7+GEl8t0WZ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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ss_fig = logomaker.demo('fig1c')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WW domain information logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_fig1d.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# load ww information matrix\n",
      "ww_df = logomaker.get_example_matrix('ww_information_matrix',\n",
      "                                     print_description=False)\n",
      "\n",
      "# create Logo object\n",
      "ww_logo = logomaker.Logo(ww_df,\n",
      "                         font_name='Stencil Std',\n",
      "                         color_scheme='NajafabadiEtAl2017',\n",
      "                         vpad=.1,\n",
      "                         width=.8)\n",
      "\n",
      "# style using Logo methods\n",
      "ww_logo.style_xticks(anchor=0, spacing=5, rotation=45)\n",
      "ww_logo.highlight_position(p=4, color='gold', alpha=.5)\n",
      "ww_logo.highlight_position(p=26, color='gold', alpha=.5)\n",
      "\n",
      "# style using Axes methods\n",
      "ww_logo.ax.set_ylabel('information (bits)')\n",
      "ww_logo.ax.set_xlim([-1, len(ww_df)])\n",
      "\n",
      "# show plot\n",
      "ww_logo.fig.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
      "image/png": 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YPsE5xtc55YP9e4vVtoIxVPGL2KKULur5mUMpze352fvKdXdwSqmFUjoWQDqAiYSQkTxj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\nIT5Xf84tjvez46Pm1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      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ww_fig = logomaker.demo('fig1d')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ARS enrichment logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_fig1e.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# load ARS enrichment matrix\n",
      "ars_df = logomaker.get_example_matrix('ars_enrichment_matrix',\n",
      "                                      print_description=False)\n",
      "\n",
      "# load wild-type ARS1 sequence\n",
      "with logomaker.open_example_datafile('ars_wt_sequence.txt',\n",
      "                                     print_description=False) as f:\n",
      "    lines = f.readlines()\n",
      "    lines = [l.strip() for l in lines if '#' not in l]\n",
      "    ars_seq = ''.join(lines)\n",
      "\n",
      "# trim matrix and sequence\n",
      "start = 10\n",
      "stop = 100\n",
      "ars_df = ars_df.iloc[start:stop, :]\n",
      "ars_df.reset_index(inplace=True, drop=True)\n",
      "ars_seq = ars_seq[start:stop]\n",
      "\n",
      "# create Logo object\n",
      "ars_logo = logomaker.Logo(ars_df,\n",
      "                          color_scheme='dimgray',\n",
      "                          font_name='Luxi Mono')\n",
      "\n",
      "# color wild-type ARS1 sequence within logo\n",
      "ars_logo.style_glyphs_in_sequence(sequence=ars_seq, color='darkorange')\n",
      "\n",
      "# highlight functional regions of ARS1\n",
      "ars_logo.highlight_position_range(pmin=7, pmax=22, color='lightcyan')\n",
      "ars_logo.highlight_position_range(pmin=33, pmax=40, color='honeydew')\n",
      "ars_logo.highlight_position_range(pmin=64, pmax=81, color='lavenderblush')\n",
      "\n",
      "# additional styling using Logo methods\n",
      "ars_logo.style_spines(visible=False)\n",
      "\n",
      "# style using Axes methods\n",
      "ars_logo.ax.set_ylim([-4, 4])\n",
      "ars_logo.ax.set_ylabel('$\\log_2$ enrichment', labelpad=0)\n",
      "ars_logo.ax.set_yticks([-4, -2, 0, 2, 4])\n",
      "ars_logo.ax.set_xticks([])\n",
      "\n",
      "# show plot\n",
      "ars_logo.fig.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
      "image/png": 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F3759WzyeU/9RL3An3gGtAU6u6H4xtuclQr2vIzj6QQDCDUTpnu17+Oaj3+Tl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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ars_fig = logomaker.demo('fig1e')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neural network saliency logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_fig1f.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import numpy as np\n",
      "import logomaker as logomaker\n",
      "\n",
      "# load saliency matrix\n",
      "nn_df = logomaker.get_example_matrix('nn_saliency_matrix',\n",
      "                                     print_description=False)\n",
      "\n",
      "# create Logo object\n",
      "nn_logo = logomaker.Logo(nn_df)\n",
      "\n",
      "# style using Logo methods\n",
      "nn_logo.style_spines(visible=False)\n",
      "nn_logo.style_spines(spines=['left'], visible=True, bounds=[0, .75])\n",
      "\n",
      "# style using Axes methods\n",
      "nn_logo.ax.set_xlim([20, 115])\n",
      "nn_logo.ax.set_xticks([])\n",
      "nn_logo.ax.set_ylim([-.6, .75])\n",
      "nn_logo.ax.set_yticks([0, .75])\n",
      "nn_logo.ax.set_yticklabels(['0', '0.75'])\n",
      "nn_logo.ax.set_ylabel('                 saliency', labelpad=-1)\n",
      "\n",
      "# set parameters for drawing gene\n",
      "exon_start = 55-.5\n",
      "exon_stop = 90+.5\n",
      "y = -.2\n",
      "xs = np.arange(-3, len(nn_df),10)\n",
      "ys = y*np.ones(len(xs))\n",
      "\n",
      "# draw gene\n",
      "nn_logo.ax.axhline(y, color='k', linewidth=1)\n",
      "nn_logo.ax.plot(xs, ys, marker='4', linewidth=0, markersize=7, color='k')\n",
      "nn_logo.ax.plot([exon_start, exon_stop],\n",
      "                [y, y], color='k', linewidth=10, solid_capstyle='butt')\n",
      "\n",
      "# annotate gene\n",
      "nn_logo.ax.plot(exon_start, 1.8*y, '^k', markersize=15)\n",
      "nn_logo.ax.text(20,2*y,'$U2SURP$',fontsize=12)\n",
      "nn_logo.ax.text(exon_start, 2.5*y,'chr3:142,740,192', verticalalignment='top', horizontalalignment='center')\n",
      "\n",
      "# show plot\n",
      "nn_logo.fig.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
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8faSqrE30l7JVq5kahA+LxdO+7Jln4MQTYevWSP9WV76iYWbM3fg/9IxZ0DZmMo6ZCCBY\nVeZfgr1Q1/W/t3xxRLsVrUCrHVZ9NsqYOawQl6iedNqh57lqQuzSD6JYytjw6KOwfLl6fNddcNZZ\nMMD/IO7+Oe3qs/fz/x1Wxsxh8fwN25n6eiguhoEDw+8UffCgWhYWqqAM4LbbWrZ8jQRsYxbv2R6f\nBkPu84z+H4DRK9N3aBsVmHVP7y5tzIRfwaoyM5v4EUJEgcVuYV35Ov6+/O/udeJT1ZO6XbVVyugb\nxRLGBrMZ/u//POsOB2zeHOZBdAfEJanHlgNQWQSmDYDKksVpcSTGJfpkzxofQwd0z3HaEZsNTjkF\nBg2Cq64K/97ICMxGjfJsO/VUSIxkDOsOzBpkxrxvfhJSoe/VTR7KYrew5/Aelpctd6+Db69MCcxE\nQ8GqMh9uzYKIDqodjCvW2qx2KyvKV7Bs9zKgQWDmMENCWhRLFzsWLVLB2RHRHaC5vrBL34fVt0FS\nLlxYgcliIjs5m/i4+OAZMyMzYxxn9e1weDv0+h81E0AMmz4dlql/U95+G/7wB5gyJfTXe2fMDBEN\nygDiXEOWGH+X8/fCR5mewNlp8f86Pyx2C+9seId3NrzjXofGVZm6rqPJtVC4NDlchqZpKcB1wFAg\nxdiu6/q1ESyXECIA78mQwVU9kuQKzGyHITkvCqWKPf/5j+fxiBGwfn0zDuKdMWvAZDGRlZwVemBm\nZGQOLFOT0GcPaUaB2o66OnjhBd9te/aEdwwjMOvVq2XKFBLjxsZZr5bG38VYGh0+QuA9Pyb49so0\nGv87dSf1jnp3OzQhQhn5/y2gO3A6sBQoAA5HslBtSsPec0fQm67NaIej4XckDQMzn4xZGF8agGrb\nVPVLh+w0sGaNWt54I6xbB3ff3Zyj6AHPnypLFdkp2WQnZwdv/B9opPkY9/33cPgIvymMwKxnzyMv\nT8jivW5yvLkDs9DflN9zFd/hMox1IQyhBGZH6br+IFCr6/obwNnA8MgWS7Q74Qa47TEgbiHGXbfP\nuvFlYg/jm9BeB4snwpdDYfEksNW0XCFjQFmZWv71r2o5fTpkZ4d5EC0enP7H2zYyZtkp2cEzZgEb\nm8c2owozKwteeQWGDg3/GIcOqWVma7ZqjksGNM80We7trsxoGDc/QQMz1wCzxroQhlACM+OqY9I0\nbRiQDfSJWIlEx9IeAzB/GckWzEoGz5iFEZitu1f13gQ48CPseKWFShgb9u2D3Fw46ii1npkJJ50U\n5kGCBGZV1iqyk7PJSs4K3vjfPW5W+5pQxRh/7JFH4IYb4NNPw28fZnN9JMmtWcunaao6s77B38zI\nmIVx89PuMmYRvrYJJZTc+SuapuUA01BzZmYA0yNaKtG2+Dvx9ABVOLEeVMWAhu1WLHaL6iUGod/N\nO6yw818NtoXeqDnW1dVBVRVMmOC7PS6UW1VvWnzAgMrImCXEJWCyBsuYuQKzAAFerDLak/3hD2o5\nYAB06hTeMeyujpGtGpiButFpeC5p4bUxszvtOBpkQb2Hy7h/8f3udmUxE5gFIuNOtqhQ5sp8zfXw\nB6BfZIvTjrWlIKYdju3VUei67r/xvztj1sR4WYaK/7ru/DXodRH89k3LFrSN27dPLfv3D+91+2v3\nU2Wpom9OXxLiEpqsyuyf05/4uHj2HA7S6l3TAK1dBmadOkEPr5mmuoQ5uYERmKWkBN+vxcWnqdkY\nvGkaxKc03h5AwxsoUDdRNocNu9NORZ1nugkZ/V94a/L+UNO0P2ualqUpr2matkbTtNNao3BCCF82\np809/6LBpyqzbl9oBzrkavk+5F448QM4dYlnmIAO4MABtczNDe91d31zFwOfH8iOQzvUhvhU1TZM\n16H/DTD4Hve+VdYq1cYsOTt4VSao9ktGYDZ0mt8pnmKJ3Q7l5XD00UdW0+V9D9mqEtL83+TEp4Z8\njjW8gTK2+QvCYiZj1h6bnrRBoSTur9V1vRo4DegKTAUej2ipYsTuqt1c/OHFvLnuzWgXRUSYrqsp\nYbKy1GCZP/3UxM4tdPFatGMRNy+4mc0H1Minge7C3YGZeXdoBza75rnp5xr1Jmck9PMaMNNeC7W7\n2u1F1+r6GFNTw3vd7ir1+e6udn3OiVlqaa+B+GSVUXExWUxkp6g2Zk2O/J+YBQ7XF3avCyDB09p9\n3W/rmDR3EnOL5oZX2AgprSplf+3+oPscOKDmIO3e/ch+V4KrTsfa+N8+sgIFYPGpIZ9jDTvpGNv8\nBWExE5iFS9qkNUsogZnxKZ4F/EvX9XVe2zq0zQc38+EvH/Llti99ti/cvpCCvxfw6upXo1SyFhZo\n8u0WmpS7pTid8OqraqLjoIFTMzz3HNx5p+r+/+uv8Kc/tezxA1m4fSEvr36ZVXtXAf7vwn16ZVYW\nhXZgcxkkZECGV+sEY/yzg/+Fef1gXh/49gSoKz+Cd9A2GY3Kww3MSqtKfZbuwMx6sNG+VZYqd6/M\nJufKTMyCev8zqW86sImlu5ayrHRZeIWNALPNTO9nenP+e+cH388VZ6Qd4VjH0QvMXFWZDTsAxKdC\n/SEwNz0gW6CMWcDALJaDGMmktahQArPVmqZ9gwrMvtY0LRPoeIMe+VFcWayWpmKf7ZsPbGbP4T1s\n3L/Rs7GNBTHtjdMJF12kxqSaM0f1rvvhh+Ydy2qF99+Hzz9X8/zZ7fC//6ueS09XX+bOVjoDjP8t\nYxnoYu8OEExF6sukqfZK5t2QOcAzVIPBVgM/nAtWV0bk4HIoX3xE76EtcrjaZIfTS9CpOymrVmNs\nNA7MDjTa32j8b2TMdNc5r+s6s3+azb83/Nuzc2KWmtLJjxJTiVpWlYRe2AgxytLwmteQEfi2VGBm\nae1+KcYgs5VrGmx3ZTIP/Njk8CZhB2bREqvBYDsWSmB2HXAvME7XdTOQhKrO7PDcF0zX0rCzcqda\nmna2cok6ro8+Ut3xvf32W/jH2bULxo2DSy6B88+H3/1OTXJdXg69e8PWrapR8/HHt0y5m9IwMDOq\nR/p26suQLkPISs5S24xsl+6Esk9g7xfBD1xfCYl+Bu3a/ZEKMpI6qzZTyWG21o4RzcnElNeUY3Pa\n6J/T312l6f6ibpAxs9gtWB1WspPVALN2p93dtuig+SD3Lr6XR3941POCxCy/wR0Evs5Eg3Ft+63m\nt6DBRHMCX3+MXpx1rd023gi4y7/z7a2c3Fkt934Fv30b9BBGs4Os5CxyUnJIiEvoeFWZkklrllB6\nZTqBNV7rFYD/nHs7UV+vLihN3TgUm4opzC6ktKqU2vpa0pPSARWQJcQluC9iIvLeeEMtb79djZv0\n2mvB9w/k//0/2LDBs75hA2x0JT5vvRXy89XjOXOaX9ZwlJhKyM/Md38pG3fhH1/8MaN6jOLqz65m\n7+G9qloyLlFlyv7rajeWEGRUTmc9JKj/V9bdr3pldvkd1LvaQk1aCJ3HwtAHoWZHhN5d9BgBQzhf\n+EaWbHzP8ZRWN8iYNWiPZDT2P/99T5WfyWIiLTGNrRVbAdhxaAd2p1317jQCM93ZKItZYiqhX04/\ndpl24dSdxDXMcrai4spi98TbJaYShnTxP22U8fkeaaYrz3W/sS/EPi0txrgh2f0ReHe2MW6ASt5U\nP0EY5+qqG1YxoPMALnj/guAZs4Y9HdpzACPDawQVvTO8Ddq+Hc48U42Z060bvP568P1LTCWcWHgi\nALuqdrm376zcyfie49lZudNdfSEia80a1TD/ySfV6O133QVnn93067xv4PbsgS++UHfpP/+sMm7n\nn+8ZKPN3v/O8Lty2Sc1hspgwWUycVHiSu9rcuAs3xj9Kjk9WXwCaFt4cmbrdM5J5TTEcWq0CsMNb\nIKO/CsoA0ntBt0kt9ZZa1JIl8MAD8NJLUBPmpAXG3y+cScxLq0pJik9iZPeRjasyq3/12ddfY39j\n29aKrcRpcdicNnaZXNeNhCwVLNfuavS6YlMxJxaeiM1pU0F4FO2s3MnY/LHEa/FBbzyNwOxIJ4k3\nArPS0iM7TtiMwKx6C2ya6bU99HPMCMxSElSHEONcbXMZM3/NbGK5vVs7IIGZS10dTJ4MCxeqao6K\nCvj3v4O/pthUzPEFx6OhuTMaTt1JcWUxE3tPxGK3sK+mFW71OvhJtH+/CqJ+9ztI8ppPOj098GvM\nZrjnHhWEpaXB5Zd7JrW+8UY18Gi3bjB3rqreBOjTJ1LvwD/jf+qkwpMoqy7D7rS7L/bJ8Z7AzN1T\nMymMwCwu0dML0Fv1r5Az+kiKHXG6rkaSP/lk1fbvllvg+uvDO4bRW3B/8M6FPnZX76ZnZk8KsgrY\nXbVb3XS5q7x82+H5a+xvZNG2VmxlTI8xxGlx7uyZ+zgHfBv4O3Unu0y7OLGXugGMdnVmsamY/jn9\nKcgqcN8s+JPlejvhBswNGYHZbq+OkLreCm08UwJU4YcRmBnNDoybqJSEFKx2T1XmtSOv5YbRN5CT\nkhNSYFZbX+u33VpM8hcMRiuJ0Qa/PyUwc/ngAygpgdNOU/OzlZfDlCmB9zfbzOyv3c9RuUfRI7OH\n+yK17/A+rA4rE3tPBOjQ1ZnV1Ud+YQ6FcTddWBj6a26+GZ54Qp1/Rx2lgvD//lc9d8opnv0SEz13\n/WHPo3iEiiuLidfiObbgWBy6g91VuxvfhSckey7WqT0CHaqxuGSwu95YpxFq3CxdV2M3JbsG9yp5\nF7b8Hcq/D3qo2lp46y146ik1cbX7+qrrYN4LVk/LB12HpUtVMHXDDfDxx+FfjxctUlXV3brBs8/C\nww+HPzJ8t27qb799u//np38/nezHs/liq6etXmlVKT2zVGBWZ69TA4SmuCK8yjWqR2yVqvcOmjE7\ntJXBXQZTmF3oCcyMQKDkTfV3cY2hte/wPmxOG8d0P4b0xPSoB2Y7K3fSp1MfenfqHfTalpur/ia7\nGicAw2IEZkbWGmDFCtXcJKKSu/rfnhL6+B/+bqIsdgt1NnVD9NqU13jl3Ffon9vfvS2Q32p+I2NW\nBhPnTgz59x8RaRsWVRKYuRg9+GbNUnPm5eWp9kqBGBfIwuxCCrML3evGxWp0j9FkJGW0TmDWxk6i\nVatg4kQVyGRmqkxkJBnthEINnMrLVSBx1FGwc6dqR7ZsmcqSgu9I5RC8yUdtrcqq3XabChC2bGnW\nW/Cr2FRMz6ye9Mvp515veBeeHJ/sGS8pPYzINKWbp7H50Ps8WTLd6Rl6Y+uzsPYuKPss4GHWrFGZ\nxKuuUpOBn3IKLFgAmDbComPh857wSR4sUr0lpk2DSZPg5Zfhww9VT9qq0AZSd/v8c7U0Pvfp0+GF\nF8I7RmKiOse3b/fNvtTWquWSkiVUW6v5qdQz7sru6t0UZBXQM7OnWq/arT5HzdVU9+sxsPtjAL8D\nyhpZtG0V2+if05/+Of3ZdmibejKtt1r+tggWDHBP+xPoOhMNuq5TbCqmd3Zvemf3DtozU9OgZ0/1\n+TqOYG5278Bsm+ujam770bCk9w5vux/uwMw4VxM8VZmpCalorgtLakJqkxmzn8t+BmDtvrXtJ2vW\nEsLJdAXKjLWx70+QwMxt3TpVhTlyZGj7GxfIXtm91AXT1ZV9Z+VO0hPTyUvLo0+nPh0uY3boEJx+\nOqxcqQKVl16K/P+4UX0ZakPu710JoJtv9oz8fvzxnnkSG07/YnT5NzVIgpSXwzHHwNSp6phvvgl3\n3x1++QMpMZVQmF1Ip5ROZCRlUGIqaXwX7p0xSwv9S4O0XnB4m++wGpqmggx76GnOm29Wf/M331SB\n7YIF0LWLDj/9j2qfM+rvMOF1SMhk715143P00ao9X2Wl2j/cnnvLlqm/kXfAn5ER3jFABeC1tSoD\nAyq7s3Qp2Bw2Vu1dxcDOA1letty9f2lVKRXmChYXL3avExcPaQVqB90T4QXKmDl1J9sOeQIzd8bM\nO6iu87QjKzYVkxSfRNf0rhRmFwatPoy0g+aD1NTX0LtT75CubT17ql6vRrZL12Ht2vB+Z0aGZxqn\ne+5Rme25c8Mve9jS+wTYHvo55m4PGu97E2VMYG5IS0zDbG86MBvWdRg2p401+9YE3VcEEG4AFsUq\nzg4bmD3z8zPM+H4GDqe6naurU+0iQp3E2LhAHvfP41i0Y5F7fUflDhLiErjn23uotlZ3uMDss8/U\nF/WsWSqTcdNNquopkoy76lDbCxW7vtsGDfLdbny5V1b6bjfmU2xY7fX007Bjh8r+bNyonv+//wu9\n3E2W01TMhvINjHt1HFa7leL8fZJYAAAes0lEQVTK4kZ34SkJKZ7ArGHGzHvw2IbSClQHANN63+0p\n3cDiGlD25K8Df0Gh2v2sXAnnngtXXqmC3LPPhgkD16qgb8RMGHQn9JsKkxbyxRfqOviXv6igSNPU\n/sHaAvpTUQFdu0J8fHiva6hvX7W8/36Vtbv5ZjVm3bryddTZ6/jT2D+xcu9K7E41YWNpVSmLdi7i\npgU3udcByBzY6Ngmi4mu6V1xTHfgmO4gPzMfk8VEWXUZFrvFHdy4A7OMo/yWscRUgt1p5+jnj+an\n0p+iOpaZcS175udn+HrH1012bipwxavPP6+Wn36qOtWEa+hQz+svv9wzf2ZEpXTzZI4NCZmQ5icr\nHSBYs9gtJMUnuTNj3hmztETPAG+piU1nzJaXLWdyv8kclXsUy3erm4X6elWVf9JJ6n95wgRXtroj\nieT4oFHMpHXIwKzEVMKdX9/J//70vywpWQKoKjeTKfS0u5Ex27h/I5WWSp+qzCprFU/+50lKq0o7\nXGC2Sg1Qz0SvphCRvsno21d9uS9b1vg88scoT8O/tRGoeQ+XATDENSLAkiWebSYTfPWVyqYZDc81\nTWWDWkqJqYQqaxWr963G5rRRUlXivgtPjFNpJp/G/51G+B4g79jABzcCro0Pq0yP/bBazxqkRv43\nGrZrgaOfHa5RNIwvTjcj2Os8Xs0asOYvsPYuyopV9ZzficMPb4ONj8GKm9T+e78K+HtTUlqm7eK4\ncWr5/feqE8jChWp9+e7l9MjowXmDzsNsM7O+fD0Wu6XRNETuaZkafu6oasvs5GzitDjitDj3fJlG\nIHbSv07i/u/up7SqVAXW6b39jitXYirBqTvZfmg7tbbaqFZlGlWXn//6OSv2rKDWVstBc+MZDwxj\nxqjlq6+qAPyyy5r3e0OtxWhRmgZZg323dTkeEjMgva9nW1KO38AcVGBmZMvAt1dmaoIn6GuqKtPu\ntLNyz0rG5Y9jbP5Yft6jots//1n9TJ6sgtZHHjnymxXRNnTIwOzt9W8zvOtwphw9hbfWvwXA2LGq\nrcmPP3r2CxYcN7xzrair4LD1cKNAbEdlC44B1QZ7jzRkDNwZ8ca5XuLiYPhwVRU1b57atm4dfPON\n//2N4KlhAGZ8kbz7rudvv3w5jHB97z73HGzerDJuN92ksqxpaaFnWcOh63qjaisjY5aSkNLoLhyA\n7GFqPDNDXpBRcI3n9syHDzOhwlWflzVYjfpf8o7rDjHwnYqRYWxYxesehsNpUz0/930Fvz5NdpoK\n/g42/C7f/wN8OVRV4fW5Anqc6RlPzY9jjlFZ2UAN90PlPfyJt+Vly+mc1pllpctIjk9m+e7l7hH/\nh3QZwtj8seSk5HgyZjmjfA/QaYR7nkxDdko2JouJbRXbfHbV0dWE6JrW+DhZgxoFYqVVpe4sf2vz\nd5MZ7MbT+/P98svmT6vk3RnHkJLaCtfCLid6HqcVeLJl3udV3vEBf6/FbnFntsGT3W5YldlUYLa+\nfD119jp+rfiVOlsdy3cvp75eDec0YYKqmRg5UjUhOfPM5r1V0ba0mcBM07QzNE37VdO07Zqm3Rup\n36PrOm+tf4vT+p/GKX1O4ePNH2O2md0n/x13wPr1KuV+zz2Bj1NcWcxNY27i0N8O8eNUFc2VmErY\nWbmTP0/4MyuuX8ETv3+iyRGywyx8xFKrug5vvw3nnac6PUyfrhpqF4U49aJh0iS1/Phjz7bq6hYp\nYlDnnaeWF12kvhDGjw/cqHzSJHVn+cILqvG/rqspmPr0Ub31vvsOzjpLVW2dc47KrPTurapKhwyB\nfv1Uu5kJE1SQ4f0ZtVQ1y0HzQWpttbx/0fsc+OsBpv9uurvxf8O7cKvDqqqU4hJUlgrUIKU9glyl\ns4d47vwdXv+f+a7X/PdqmN8fakvcT9XZ6thxaAcVZtVLYuRI6NxZVV8bwZndDhVxx6mVPQsgow+M\newWAySerwOz11z3Zyn37wLHzPdW2bewLKhDc/SFU/Ddg0X//e7W8805Vrbl9e/MG/D3+eP+TbC8v\nW87G/Ru54tMrsDqsLC9b7g7CFl6+kJU3rOSPQ//oCczyz1TDjxgK/+jOmBmykrOosqqMWWF2IY+f\n+jj/e4qa58tdndnzPM8x4hKh4AJKTCXcd+J9HL7vMF9d/hV2pz1qY5kVVxYzNn8sm/60iXU3r0ND\nC9oBYOxYT3XxkZg0yTP8BqibIVt9K1QzdfWKLHue7wnA8o7z2h64677VYXX3ngZ1E2UMlxFOVabR\n8P/hpQ/z+a+fs+fwHnZXlUW7fXqr+v571X532jTVTOaxxzxNUtqjNhGYaZoWD7wAnAkMAS7VNM3/\nkNJHaMWeFWyt2Mqb697k4aUPY7aZ+WzLZ0yZoi4k69apO/LjjlM9zgIpMZUwIHcAOak5DO2i6nK2\nHNxCeW05J/Q6gXE9x3FKXxXtNafBrsVu4aVVL/Hcf5/j14O/Nv2CI1Rc7Gkn9OyzKi3+2GPhVyOc\ndZaqEnziCTU46003eTJOkfSnP0GvXiow+PFHlbELlMnKyVFVAPv2qWq1nBw1BZOmqQ4LoKq1Xn5Z\njVweF6c+C2/JyWomgIQEOOMMNdDpnXfCdde1zPsxMiXDug4jLy2PQXmD2Ht4LzX1NT534cbjeocr\nRdnVVYfc44zAYzGBCtyG3u+7rfdl0P106DRSVW/Wuv5vU/Mx28yc+c6ZTF8ynZEvj2Tj/o0kJKj3\nvHevOmcuu0z97X9c0xe6T4bNj8NPF8PmJ9R7GWzhjDNUJnPkSBVMDxwI1vRRnsxazkiIT4HiNwIW\n/cor1d9twQLVvnDAAN9q5sDv2TezER/vG9Dl5sKAUb9RYiph9u9n88VlX3DNyGtYXrac3VW7idPi\n6J6hIrmCrAJPVWZSDnQ/TT1OzoO+V7rnyTRkJ6uM2dZDWxnfczz3nHgP9510H90zunsCs8KLAVcZ\n+07FkdiJ0qpSjso9ioykDI7urFK9Tc1TGSk7TTsZnDeYIV2GMKLbCHpk9giaMdM0+PvfPevx8XDC\nCSH8ogZ/p8xMdb4abr75yKd6CkmXkzxV+X2v8mw3Arb4NCi4IODLA1Zl2sOrylxetpzxPcfzzRXf\n8OVlXxKnxbFm/3KuvVYN8fPYYyqZsGiRpzp+WekyXlr1Ep9v+TzmBzlfsUJlTZ1O9V7vu08FaIHG\nlayuVomBf/1LfSbffw/fBp89q81pckqmVjIe2K7r+k4ATdPeA84Dfgn0gl8O/EJeWh45KTnsObyH\nKkuVe6qQ/Mx8UhNSqbXV0i2jGwCHrYex2C18ue1LTu17Kt9epf5SN8y7gW92fMNlwy/jm2/UF/O8\neWrqnb/9zf/vNtvMJMUnMbCzalvQKaWTu+t7j4weHJWrGvL26dSHHhk92Fezj6FdGzbEUW0HDtQe\nICMpA03TqHfUo+s6h+sP86cv/sSgvEEMyhvEDfNv4PYJt3PRkIvC+1RL/q16xuUdD/ZqqNkJnSdA\nt5Mb7dq3r/pH/ugjlTXMzlZZjYsuCi84S0lRJ8ITT6jPccsWuPji8IrdHFlZ6iJ1yy2qivLiiz1Z\nNH9mz1Zf7i++qIK4m29W7YxuukktH3lEBV8PPqj2v+IK9WUwY4b633juOdW2askS1eD/7bdV9ijY\nECvhKK8tp0dGD3pl9QKgf25/emT0oM5W594G6gu/R0YPlUlLSIaBt6khF46Z3fQv6XcdVG+FvfPh\n6L9A7z+q7Sd/Az9frf5f+k3FcfRfuGX+9eSm5vL7vr+nd3Zvrvr0KhZctoD7788nP1/1vl22TN3c\njBoF9HgfNjwMe+apqZ+G3IeWNYAPP1Rf1u++q6qFr7kGEo++HlLssOkxsB1W2aLel3DwoAr6cnI8\nPWXj41UA9cMP6m/x7bcqIL/11uZ9zhdfDKtXq/aCzz0Hu+vX0yOjhxr4MzWHxLhEvt7+NXsP72V4\n1+EkxquIwDjHHU4H8XHxqqODeQ+MfBwS0kmMS6Qw29NQvFdWL7ZXbudQ3SGOK/BkXMb3HM8Bs2vY\nkrR8GP6wqtodOZv9tfvJS8ujf45qlNczqyf5mfnsObyHvYf30i29G/Fx8TicDspry0lPTMdsM9Mj\nU433Uu+o56D5oHu/hirrKtHRyU1VXZNr6muora+lW90O2L8UcseqDKa5FFK6UWerc9+EghoSyF/v\nU2/nnw8zZ6rhaaZPh8FDbXyw6VO+2fENAzsPZGvFVk7vfzrnDzrf/dn6c9dd6kY5Ls5z8xSQo15d\n75x2FVglZqpgH1T1er0JknJVj9pgUrrC0AfUXJmdx3m2dxoO/W9UVc9Bbn6S45MpyCpwr+ek5pCX\nlkdyfDI9s3q6t3dN70pmUuDp00pMJUwZOIXJ/VU35JMKT2LLwS3MmQODB6sxOF99VWX7759m5/Gf\nnuLbnd9yw+gb+PfGf/PV9q94cvKTZCa7fkd9JWiJqr1cW2U3g9MKSTmMGqW+T5YuVdfj9HR1A375\n5f4zsqtXqyFVJk5U1waIfJt9p+6kvKac3NRckhOS3edkdnI2K/euZN1v6/jzsX9u+kAuWluIpjVN\nuwg4Q9f1613rVwITdF2/1WufG4EbXatjZsyYEfSYTpzsYAd72EMqqWhoDGUo6YTZBSzCrFipoopE\nEtHR6UQn4tpGIlO0socefpiHmvi/PpJjAxE7vmg9duzMZS7JJNOPfhRTjAULF3ERL/MygxhEKqmU\nU44NG1OZiobW6H9gKUtZy1ru4A4APuVTDnOYq7gq4O8Opi38jw3O+IXBmVvYUD2MOHS6pfxGjT2D\nYnNfpnSfT+fECipsnemWVM5K01i+rzilzZQ90roll3NOtwX0SlXVoPusPfhw70VU2nKjXTS3/JQ9\nnNttAXlJB6l3JuHQ4/lk3wWU1LVAnXgLa3i93sc+iigiiyxMmBjCEPriKfdDDz0UciPIthKY/QE4\nvUFgNl7X9dsCvCT6hRaipRmDHUbq2BD1gRNFy9h7eC9jXxnLZcMv498b/s2qG1eRn5nPv9b+i2nf\nT+PN89/k3HfPZc1NaxiU5+pu3OB/YM2+NYx5ZQwFWQVoaJTXljP797O549g7witMLExIvXgSWA/C\n6avVLA0/T1UZrxPeVc+39/ND19XAxboDxr6oxipc9gc4+Vvofmq0S6c47TCvELKGwO8+V2X+KBMm\n/Av6XRPt0rWEkAOztpKaKQN6ea0XANGdrVeI1uLdoyxSPW3bwGjWouXkZ+az6MpFjOg2gkVXLiI/\nMx+AqaOmMrrHaC7/5HKmT5zuCcr8GNV9FPmZ+RxXcBzXjLyGekc95ww8J/zCeM91GO15DwOp26s6\nu8Qng2U/HHUj9L0y2qVqPYdWQ80OGPogdJsE1QFbCUVPzXao2we9L1HNH74crIbsMXp5dyBtpY3Z\nSmCApml9gT3AJUAzR70RIsa0tS8xEROGdh3qt+3q/Evnh/R6TdM466iz2Fuzl/TEdAZ2HuhuO9fu\nDP4brLwF1t6tph8LMgxMu2TZp5ZpvVSbuX1fq7bHSZ2iWy5vKd3VoL6VrukhznN1rvGaUaOjaBOB\nma7rdk3TbgW+BuKB13Vd39TEy4QQQhyBcwaew+WfXE61tZpzBjQjWxYr+l8PXSdB+WLV2zilW+Nx\n49qzTNfgjZVrocdkmLwsuuXxJ6kTHDMLiv4GVb+oceMOrYKTPlYDX3cgbaKNWTPEZKGFECJq/LSj\nqq2vpfMTnbE6rCy+arF7iJ8Op723MQNYfLIaSHrQXSow3TNfBT0JbatDHOY9KiCz16gBr3NHR7tE\nLSXkNiptImMmhBAiQhq2WfQKQtKT0pl5ykx2Ve3ipMKTWr9s0Rbks2l3TvoENs2E0g/UOIZdToC4\n5KZf19rSeqqfDkwyZkII0Z7FQq/JaJHPRrQeyZgJIYRAgoxg5LMRbVBbGS5DCCGEEKLDk8BMCCGE\nEKKNkMBMCCGEEKKNkMBMCCGEEKKNkMBMCCGEEKKNkMBMCCGEEKKNkOEyhGjHtEhMiC5EBxWj436K\nGCMZMyGEEEKINkICswh44okn2LZtW7SLEXEd5X1Cx3qvQojY0FGuSx3lfRokMIuApKQkrr32WpxO\nZ7SLElEd5X1Cx3qvQojY0FGuSx3lfRokMIuA2267DV3XefbZZ6NdlIjqKO8TOtZ7FULEho5yXeoo\n79MQk5OYa5oWe4UWQgghRIek63rIPbFiMmOm63qb/rHb7Zxwwgk8/fTTUS+LvM+O/V6FEC0n2udz\ne7kudcT3GY6YDMzauueeew5N07j99tujXZSI6ijvEzrWexVCxIaOcl3qKO/TIIFZBNTX1/P6668T\nF9e+P96O8j6hY71XIURs6CjXpY7yPg0x2cYMiMlCC9HaZIBZIVpOjH5firYh5IuxjPwvRDsmXyRC\nCBFbOkZeUAghhBAiBkhgJoQQQgjRRkhgJoQQQgjRRkhgJkQ7VV5ezsSJE9mzZ0+0iyKEECJEEpgJ\n0U499dRT/PTTT9x3333RLooQQogQyXAZQrRD1dXV5OfnU1tbS2pqKmvXruXoo4+OdrGEEKKjat9T\nMhl+/PFHsrOzGw0JcOqppzJ79myuu+46evfuTWZmJqNGjeKrr75qdIx33nmHMWPG0KlTJ3Jzc5k0\naZK76ifY8Z944gkqKyvRNI2MjAzS0tLo3bs3//znP332bbhPfn4+zzzzTAt/EkL4evHFF93/t/X1\n9dx1111RLpEQQohQxHRgVlRUxMiRIxsNollUVMSgQYPo1asXS5cupaqqikcffZSLL76YkpIS935z\n585lxowZvPLKK1RWVrJ161auuOIKcnJymjz+qFGjKCoqIi8vj5qaGsxmM7NmzeKmm27i4MGDPvt2\n6dLFvc+LL77InXfeSVlZWeQ+GNGhWa1WHn/8ccxmMwAOh4PvvvuOVatWRblkQgghmhLTgdnatWsZ\nNWqUz7aSkhIOHTrECSecwEMPPUSfPn2Ii4vjnHPOoW/fvqxevdq97z//+U9uuukmxowZg6Zp5OXl\ncf3115OWltbk8Y3AbPTo0e7nJk6ciMPhoLKy0r2tqKiIcePGudcnTJgAqCyGEJHw1ltvYbfbfbZZ\nLBZuu+22KJVICCFEqGI6MGsYGIEKpgoKCsjLy/PZXl5eztatWxk6dKh7W2pqKq+//joffPCBT5Yr\n1OOvXbuWMWPGAGAymbjvvvsYM2YMRx11lM/+48ePd+/zwAMPMGbMGPr27Xtkb14IPxwOBw899BA1\nNTU+23VdZ8OGDXz77bdRKpkQQohQxGxgZrPZ2LRpU6OM1po1axoFUzabjcsvv5yrr76aQYMGube/\n+eabnH766dx9991069aNc889l/3794d8/KKiIubMmUNWVhY5OTns37+fhQsX+lR9FhUV8eSTT5Kb\nm+vOzM2fP1/mMBQR8fnnn1NVVeX3udraWm699VacTmcrl0oIIUSoYjYw27x5MwCDBw/22b5ixQqf\nqkOn08mVV15JUlISzz//vM++3bt355lnnqG0tJQVK1awfv16Zs+eHdLxrVYrmzdvZv369VRXV/PR\nRx/x888/k5iY6N7X2GfLli0cOnSIHTt28Nprr9GjR4+W+yCEcNF1nWnTpjXKlnkrKyvj448/bsVS\nCSGECEfMBmbl5eWkpqaSkOCZh/3gwYMsXbqUKVOmAOqL6rrrrqO8vJyPP/7YJ2hqaMyYMQwfPpza\n2tqQjr9x40aSk5Pp168fABdeeCGFhYU+X3obN24kPT2dgoKCFn3vQvizZMkSSktLg+5TW1vLHXfc\ngc1ma6VSCSGECEfMBmbDhw/HarXy6quvUldXx9atW7n00ks555xzGDFiBAC33HILmzdvZv78+aSm\npvq8/vHHH2fZsmVYrVasVitz585lyZIlTJ06NaTjr127lmHDhvlUSZ511lnMmzfPvb527VqfNm1C\nRNK0adPcNxbBVFVVNRrWRQghRNsQs4FZ9+7d+eCDD3j22WfJzc3ljDPOYPTo0cydOxeAXbt28fLL\nL1NUVET37t3JyMggIyODd955B1ADcE6dOpXOnTtTWFjI+++/z+LFi929Jps6flFRkTsANJxxxhks\nWrQIi8Xi3mfYsGGt84GIDm3t2rUUFRWFtG9tbS3333+/ezgNIYQQbYeM/C9EOzBlyhS++OKLkBv2\np6Wl8cADD3D//fdHuGRCCCEIY+R/CcyEiHE7duxg2LBh7kxtqNLT09m9e7d7QGUhhBAR0zGmZBJC\nwMyZMxsNKBsKh8PBo48+GoESCSGEaC4JzISIcatXr25WYGaxWFiyZEnLF0gIIUSzSVWmEEIIIURk\nSVWmEEIIIUSskcBMCCGEEKKNkMBMCCGEEKKNkMBMCCGEEKKNkMBMCCGEEKKNkMBMiCN0zTXX8NFH\nHzW5n8ViYfz48RxzzDEMHTqUGTNm+N3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      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nn_fig = logomaker.demo('fig1f')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Logomaker logo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_logo.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# make Figure and Axes objects\n",
      "fig, ax = plt.subplots(1,1,figsize=[4,2])\n",
      "\n",
      "# load logo matrix\n",
      "logo_df = logomaker.get_example_matrix('logomaker_logo_matrix',\n",
      "                                       print_description=False)\n",
      "\n",
      "# create color scheme\n",
      "color_scheme = {\n",
      "    'L' : [0, .5, 0],\n",
      "    'O' : [1, 0, 0],\n",
      "    'G' : [1, .65, 0],\n",
      "    'maker': 'gray'\n",
      "}\n",
      "\n",
      "# create Logo object\n",
      "logo_logo = logomaker.Logo(logo_df, \n",
      "                           ax=ax,\n",
      "                           color_scheme=color_scheme, \n",
      "                           baseline_width=0,\n",
      "                           font_name='Arial', \n",
      "                           show_spines=False,\n",
      "                           vsep=.005,\n",
      "                           width=.95)\n",
      "\n",
      "# color the 'O' at the end of the logo a different color\n",
      "logo_logo.style_single_glyph(c='O', p=3, color=[0, 0, 1])\n",
      "\n",
      "# change the font of 'maker' and flip characters upright.\n",
      "logo_logo.style_glyphs_below(font_name='OCR A Std', flip=False, width=1.0)\n",
      "\n",
      "# remove tick marks\n",
      "ax.set_xticks([])\n",
      "ax.set_yticks([])\n",
      "\n",
      "# tighten layout\n",
      "logo_logo.fig.tight_layout()\n",
      "\n",
      "# show plot\n",
      "logo_logo.fig.show()\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 288x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo_fig = logomaker.demo('logo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Color schemes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../../logomaker/examples/demo_colorschemes.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as logomaker\n",
      "\n",
      "# get data frame of all color schemes\n",
      "all_df = logomaker.list_color_schemes()\n",
      "\n",
      "# set the two types of character sets\n",
      "char_sets = ['ACGTU', 'ACDEFGHIKLMNPQRSTVWY']\n",
      "colspans = [1, 3]\n",
      "num_cols = sum(colspans)\n",
      "\n",
      "# compute the number of rows\n",
      "num_rows_per_set = []\n",
      "for char_set in char_sets:\n",
      "    num_rows_per_set.append((all_df['characters'] == char_set).sum())\n",
      "num_rows = max(num_rows_per_set)\n",
      "\n",
      "# create figure\n",
      "height_per_row = .8\n",
      "width_per_col = 1.5\n",
      "fig = plt.figure(figsize=[width_per_col * num_cols, height_per_row * num_rows])\n",
      "\n",
      "# for each character set\n",
      "for j, char_set in enumerate(char_sets):\n",
      "\n",
      "    # get color schemes for that character set only\n",
      "    df = all_df[all_df['characters'] == char_set].copy()\n",
      "    df.sort_values(by='color_scheme', inplace=True)\n",
      "    df.reset_index(inplace=True, drop=True)\n",
      "\n",
      "    # for each color scheme\n",
      "    for row_num, row in df.iterrows():\n",
      "        # set axes\n",
      "        col_num = sum(colspans[:j])\n",
      "        col_span = colspans[j]\n",
      "        ax = plt.subplot2grid((num_rows, num_cols), (row_num, col_num),\n",
      "                              colspan=col_span)\n",
      "\n",
      "        # get color scheme\n",
      "        color_scheme = row['color_scheme']\n",
      "\n",
      "        # make matrix for character set\n",
      "        mat_df = logomaker.sequence_to_matrix(char_set)\n",
      "\n",
      "        # make and style logo\n",
      "        logomaker.Logo(mat_df,\n",
      "                       ax=ax,\n",
      "                       color_scheme=color_scheme,\n",
      "                       show_spines=False)\n",
      "        ax.set_xticks([])\n",
      "        ax.set_yticks([])\n",
      "        ax.set_title(repr(color_scheme))\n",
      "\n",
      "# style and show figure\n",
      "fig.tight_layout()\n",
      "fig.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jkinney/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  % get_backend())\n"
     ]
    },
    {
     "data": {
      "image/png": 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vEjzznV4oRSRAom6kYOXskKBNcGdmel9qzRo45xz/bmueQ9q0yXgeF6dtYwFa\niKGNxkXX7Sc0Epp06pmj1rpcY9e/5PRODnrtKDIijNzMBPfoald+CWeN0MK/xKXGgc7B6egui/Dr\n7eDIDmMgzJgEaxt7R0d0iIkxdtiCgm3k5Hgm5KdMuYf6+kp27PgPBQXeUZENdf3YuiKYRGb1pP6E\nJ3rBwWf/RMY58ztsnZKLkX3T+HyDR9OwClHli7CQMM5MP8Md1aA9MeOSkvpw1ll3MWmSJ0zQiKRh\nhjJritcyIL6fKW0dzXgsB7lxOWBy/oxITSN2wGCqD+6jocgzV1SxfQuFH79H1vnfs2xTeEg4c7Nn\nMzd7NhWNlSwtWM5bh/9jiDIBBEUYA4SGhDCkTwqb92tfYPfhUoO5TcR6/VhaYjSVNQ1u810/pyOE\na/5IPyfly3wHkKhbrxUXGUl4aNvXYAXRfKdTQxsq4Ikw+FOIdvz3fJ9l3fsa6fgqgNicZkeFdaaB\nR1ycFlfvoYfgdOOWH8Eh3DhRT70PVa2uq1U4o5PDqh0n6L/gb+7jgC66sF6j6neasSPnbc0Lmmmr\npqLGK+p4Rm6Gj9IdS69eRrfNEyc2G86nTLmHWbMeIiur+0RxcJF7w22E6Fxv6wtPcORff+/w+5qF\n0Mh+AXgoYfTC+6potWHRpc86k+9mypR7nP+PX7NgwVvce+8BJk++kxCdG3yvmJ4khHuWNryV/x9D\nxIUaRw0LDxqDsE5Mm+B1v+QzzuK0l/7FxMVfkDLJuHbt6KsLW/+SQEJ4PBf0ns9LZz7ntYg3mOuY\n9GuQdh0uMcwn5fRIIC7a2wrhMskdL66iqrbRLYxcC2v3mEIUdQbBEUrVhQaTnIbSHSZ0WtWsWd7Z\nVmGHfHG2aY3j/v1a8NVOI8bUEat9bNtQY/LICe1cM5VSyis6uFKeQ49eeA2cMNCQV1lS6df2Ff6w\nd81ew3lCWoLXhn+dRZ8+Ew3n5nVL3ZmorJ70uvI6Q1r+35+nobR90RJaw0so9fVfUwIYn3a62yW7\ntKHUr8Wr8+b90X3MnPlLRoz4HqGh3gYfEWFKhmfBY1ljOTesvpX3ji7msxP/4+Y1t3OwKs+df3rK\nWDKjLcw2TkIjoxh0/0OGtModW6k92nqbXUSHRjEn2ximqKG5MWiDvOG6Rcu7D5catJzhPhY0u7Sf\nPUe0QbNL8JjTXXNNnUFwhJIfG/gZKFzvjvyQkQFjxxqzV69uXTDV12trnMaN83aWeOop6zodQtYZ\nxvPjK8FqL57DS4znPTpCbfPNseIqKmv8m0w+cLycOqcDQr8x/QgJMz4mS15ZYlXNTfGR1qNFNzU2\n8fELxgCTZgHYmfTufabhfPtLtYktAAAgAElEQVT2t6iuto6m3h3Juf5HhCV6FmY2VVWS99c/d+g9\nUxOi6ZmmWQoiwkIY3Md3eCErokOjOD3V0/lb81gLlO/3vYxw3Rql0oYyntz1Z363/Q8c0ZnRwiSM\nGwZeZ3UJAzG5/UgYbXxZFS35xP15ZdFqahwtb+8SLsYXe3RYdNAWo+s98IrLa1m53TM6H5rTslBy\nufS7zl1zSq5011xTZ9A1Qqm+HEo97uNW80fXXOPblfvgQW332DVrICICJhoHufzpT/CxdUDd4JNt\nWqjoqIE9bxjTjq+GUlNct+wAwlYEAfNOsy2h7a3kHCHFRJI7MteQv/LNlWz82HpybvNnm3n5xy+3\neP2Kogpe+ckrXvNTw8/uuvhQcXHppKZ6JmcbG2v4739vxuHoGhf1QAlPSCT3BmPUi2OvL6LmSMdu\nROjSlob0STEE6/QXvRdesMmMzuTOIS1HAgG4fsA1DErwb0CUMdMYubtkhWcfneWFK7h+1S0sL/yS\nZn24NSdKKdaUGN+VaZHBi+I+uHeKe+M+gJNlHgFpDkXkwqUZuXYKcDkzuMx4rvQ0H04OHUFwHB30\n80kSCqkW8Y4aq6H8kLFOyiBA2y/pj3/UPO9cFBTA6NFwyy1acNa4OMjL0/ZTeuUVTVNyRfq+4gpY\nohu8NzXBuefCggVw662QmqqZ9VZ3hEWmp4Vw+fR6OLkJek/TduFd571NMz07ftW9np2mld05mQle\nZfQhSXbln2KUc47g9Pmnc3CTMZzL3+/+O5s/28y0q6YRHRtNwaEC1vx3DduXbSc9x3tuYdOnmyg8\nVEh5UTkbP9rotUg2JjGG0TN9u5G2FmYI2ucMATB8+EWGLbW3b3+LoqLdzJ37GKmpAygtPcSxY8Fx\n4e0Iel12FUdfXUjdMc2UrhyNHHzmD4x4/LkW67UWhgngz3dYTP4Cl0wdRGZKrDvCQ6BMSj+DEEIM\nDgfBZF7POSRHJPHCvpctd5e9oNd8Ls2xdlawInXKDPY/8Tv3ednGdTiqKgmL09yAC+oKeWjrb8mJ\n7cP0HlMZnTyC5IhkShtK+fD4p6w0xfrTa4rtJToyjL5ZCYb5YRdmzzsXZucFt6ZkSrdaONtRtF8o\nKWXUlHqMgwVrvMuVHYS/6Sb5CtbB0CsBLSr4j3+saTh6mprg2We1oyWuuQYefxz2mJSRf/1LOzqU\nlCHGxcEAzQ7Y+JR2WBEeC72mdHDDjOjniaaO6cULd3lP5l30y/fY4gysqdeszrr4LJYuXErRYaNr\n0saPNrLxI//cGbcu2crWJb691qZfNZ3I2Eif+Z3B5Ml3s3LlMzgcHoFZWLidhQvPa6FW9yEkIpL+\nt/+EHT/1eKGd/HQx5Vf9kMRRp7VQs+1MP60300/zz5XaisSIREYmD++Q0DsuJqafwfjUcXxy/DP2\nVu5ne9lODlZpA+SKxsoWXbbNxPTtT1R2L+qOa1q+cjRSuuYr0k0aVH71YV45+M9Wrzc+te0xFq0Y\nmpPqJZRSE6JIT7IWKl7Cx6k5xUeHExEeSkNjkyG9M2i/+a7yMNTqXlY9fEj+xL4QqVuUZDL5/frX\ngQVi1RMWBv/4h2bK63REYPIjgdU5/SdapItOxBjzzlqVH6KbE9CXDw0P5apHryIsPPh7QgKk56Qz\n8zrvzR87m/j4TGbP/k1XN6NdZMyZT/zwUYa0A0892q0XA0/O6HhTdlhIGOf1Ope7ht7O78Y87Haw\nWFq4nB1lO1up7UFESJ1i1BqLVyxrU5tSI1IYnRzc7U+szHTDclJ9zgeZ1x65hJSIuD3w9OmdQfuF\nUkuLZvWIGPNObtQ0CicxMfDBB/6vTxIBXdR4Jk6EhQu9F9P64txzYUywvHuHXAmjb/avbO5cOKNz\n4pPpOVbsCbXia78bvbAy763U77R+XP3Y1UTFtT5i8rXWyIrkrGRue/k2IizcVbuCyZPvYezYa1ot\nFxISysSJrZsUOxsJCWHAXcbnq2zDWkqWt+yc0pVMTj+z9UJBpEd0BpfpTHbP7X0pIKGdOtkolEq+\nXIpSyjJMkS/CJIz7ht9NVGhwNRArM505koOelsx0eoHla+FsRxAEoWSysWe0YCPVCyVHLZQYN9VK\nSoJPPoEVK2D2bHwyaxasXOntTn755bBvH9x8s+/9mCZMgLff1nafDSTwa4uIwIxnYf4bmvnSiuSB\nMPtFuOC/ne4Obsa1X4oZvbCqrmvk8EljAMqxc8fy0KcPMf2a6YRaTGqHR4YzdcFUbvtb6y9rEWHU\njFHc9c+7SO3ZcVt2B0pISAiXXPIK1177ISkp1psVDhw4h1tuWc20aZ0/uPCH5PETST3bqHnuf/r3\nNDuC690WLDKjMy034etIrsi91L3B367y3SwtXO533eTxEw3rwhqKCqnas5PbBt/MY6c9wlnpEw1e\nf3oE4fSUsTw+9ndMSAu+B+5QC9dvX/NJYDTLiUBKvMeErhdYnakptd8ekzwIxukCE6aN8F120CWg\n23kSH9F7zzpLcwlftw7Wr4djx7StzXNytIjfubm+b9GjBzz/PNxxh7YB4NGjmhbWu7e2jXpOcPan\n8yYkFAZfAoMuhqPLNWFdVwKRSZA6DPrO08p0EdfP8/xfcnpYq5PDclIN5RxN3pPPcUlxfO/+7zF1\nwVR2r9xNWUEZoWGhZPTNYMjEIcQmaaPFXkN6MeMa3RbUogmt+JR4sgZmkT0om/iU4EYcDyaDB5/L\nnXduZ/v2tykp0WK7JSfn0L//TMst0juTmH4D6H3VD93nUdneMdsG3PMzYnKM8ddqj7bdE69vZqL7\n2RjYq2XT85nDstzRqEf0TSMuZhannIvKI30MyK7ut4Ctpdvd5+EhYaTGD2Dy5Lsty7eX6LBo7ht+\nNxtKtBAwpxq0QMXRPXsbftv4od7vs9DoaPrf+QB1uigaTbW1iAgT0k5nQtrp1Dhq2FOxjwOVB6lo\nrEChSI5IZlL6mWRG9+iQ7wSQnhjNLd8ZTYPD8249fbDv+8VFh3PDeSNpVoqoiFBCdaP5C87q747w\n4Gudk4spAwYQ5TTvx0e2T/uT7mxrtrGxsbH5dtFx21Pa2NjY2NgEiC2UbGxsbGy6DbZQsrGxsbHp\nNthCycbGxsam22ALJRsbGxubboMtlGxsbGxsug22ULKxsbGx6TbYQsnGxsbGpttgCyUbGxsbm26D\nLZRsbGxsbLoNtlCysbGxsek22ELJxsbGxqbbYAslGxsbG5tuw9dGKIlIrogoEemQ7U9F5Gci8nJH\nXNvGpjvQ0X3IxiYYdBuhJCJ5IpLbVfdXSv1OKfXD1sqJyCsicm0nNMnGJiC6ug8FiojY++bYeNFt\nhJKNjc3XB1vbsukoup1QEpFoEfmTiOSLSLmIrBARr714ReQ6EdklIpUiclBEbtLlpYnIByJSJiKn\nRORLEQlx5t0vIsec9faIyExn+kMiskh3jckistJ5jSO2dmTzdcGPPrRARA6LSLGI/FxXb4KIrHI+\n8ydE5FkRidDlKxG5VUT2Afucaec4+1G5iPxFRJaLyA91dX7g7KelIvKJiHTU3s823xSUUt3qAJ4D\nlgE9gVBgEhAJ5AIKCHOWOw/oj7a/+lSgBhjrzHsUeAEIdx5TnOUGA0eAbGe5XKC/8/NDwCLn5z5A\nJXCFs34qMKarfxv7sA9/Dj/60F+BaGA0UA8MddYbB5wJhDnL7gLu1F1XAZ8BKc76aUAF8F1nnR8D\njcAPneUvBPYDQ535vwBWdvXvYx/d++hWmpJTm/kB8GOl1DGlVJNSaqVSqt5cVim1WCl1QGksBz5F\nEz6gdYwsIEcp1aiU+lIppYAmtM45TETClVJ5SqkDFk1ZAHyulHrVWb9EKbW5I76zjU0w8bMPPayU\nqlVKbQG2oAknlFIblFKrlVIOpVQe8CLagE/Po0qpU0qpWmAesEMp9Y5SygE8AxToyt7kLL/Lmf87\nYIytLdm0RLcSSmgjryjASlAYEJFzRWS10zxXhtZB0pzZj6ON0D51mvZ+CqCU2g/ciaYVnRSR10Qk\n2+Lyvf1pg41NN8SfPqQXHDVAHICIDHKavQtEpAJNiKSZ6h7Rfc7WnzsHfkd1+TnA005zYBlwCs1i\n0TOwr2TzbaK7CaVioA7NLOcTEYkE3gb+CPRQSiUBH6I98CilKpVS9yil+gHnA3e75o6UUv9WSk1G\n6zAKeMziFkdaa4ONTTfFrz7kg+eB3cBApVQC8DOcfUqH3mPuBNDLdSIioj9H60c3KaWSdEe0Umpl\nG9pm8y2hWwklpVQz8HfgCRHJFpFQEZnoFEJ6ItDMcEWAQ0TOBc5xZYrIfBEZ4OwkFWhmuyYRGSwi\nM5zXqwNqnXlm/gXMEpFLRSRMRFJFZEzQv7CNTZAJoA9ZEY/WX6pEZAhwSyvlFwMjReRCpzferUCm\nLv8F4AERGQ4gIokickmg38nm20W3EkpO7gW2AevQ1P3HMLVTKVUJ3AG8AZQCVwLv6YoMBD4HqoBV\nwF+UUsvQBNnv0UaTBUAG2mjQgFLqMJo58B5nGzbjtLvb2HwNaLUPtVDvSjQnn78Cr7dUWClVDFwC\n/AEoAYYB69GcJ1BK/cd579ec5sDtwLmBfx2bbxOimYFtbGxs2ofTyeIosEAptbSr22Pz9aQ7ako2\nNjZfE0RkjogkOc2Drjmo1V3cLJuvMbZQsrGxaQ8T0Tz9itGcii50uovb2LQJ23xnY2NjY9NtsDUl\nGxsbG5tugy2UbGxsbGy6DcGI9Otl//vp5z/lsa+Ma1K33LyFUT1G+XXB5mb4z3/gt7+FTZs86dHR\nMGUKXH89fO97EBrq4wIVe2Drz+Hof0E5lyFJKCSfBn0uhX4/gMhUZ7p5bWAAKOVd/7774DGL9bh/\n/7vWcGP9dtw8YAz/p1dffZW9e/e6z8eNG8f8+fP9utDJkydZsmQJ+/btw2X+jYqKYuDAgUyaNInM\nzEz485/hjju8K4tAbi6MGaP9HvPmef+Gbf2fKMXDDz8ccLUHH3zQK625uZm1a9fyxRdfUFtb62yW\n0LNnT8aMGcPo0aMJCwuzbK6VRdyfMoBl+83tW7QIrrrKc/7JJ3DOOZ5zhwNGjoTduz1pCxfC1Vf7\nd30rduzYwVtvveU+T05O5g6L/+/ChQvJy8tzn8+ePZvNmzdTVFTkTsvMzOSmm27yqvviiy9SUKAF\nmwgPD+eiiy7ijTfeaLFdMTExjB8/nvHjxxMbG2tZRinF9u3b+fzzz6moqAAgIiKCKVOmcOaZZ7r/\njwCLF0NL3aBXL7juOrj5Zsi2igWD9uzs37+fdevWsX//fkNeUlISvXv3pl+/fgwZMoSoqCjA+v/i\nDyNHjmTbtm0A9O7dmx/84AeW5ZYuXcoXX3wBQFxcHFdeeSUvvfQSADfddJPWZ4H33nuPTZs2ERsb\ny7333uuu/+STT1JRUcH06dNpbGxkxYoV7rwrr7ySgQMHGu7X2NjI448/TmNjIwAZGRnccsstfnXs\nDtGU1h1f5512zDvNirffhtGj4eKLjQIJoLYWPv0ULrsMzjgDDh40Va4rgrU3wYfD4cjbHoEE2udT\n62HzffD+AMh/LcBv9c3C1fldFBYWtlqnqqqKd999lxdeeIG9e/ein4+sq6tj27ZtvPjiiyxbtsz3\nRZSCQ4e0Ucf8+XDjjdoopBtx+PBhXnzxRT755BO3QALt5Xb06FE++OADXnzxRYqLi7uwlb55+WWj\nQBozBr7//eDeo7S01PDbgPb7HD9+vNW6BQUFlJWVBaUdNTU1LF++nKeffppDhw555VdXV/OPf/yD\nd955xy2QABoaGliyZAnPPfccJ06c8Pt+R4/Cb34Dp58OOtnrxuFw8MYbb/Dqq696CSSAsrIytm3b\nxrvvvsvf/vY3v+/rC5cwAa0P+/IR0PfvzMxMgwCvqqpyf66pqXH/dV1LKUV1dTWgCbQRI0YYrr1z\n506v++3bt88tkACGDx/u93cKulBqVs2sP77eK91KUJl5+mlNGG3f3vp9NmzQDjeOGlg+Dw68ZBRG\nVjSWfauFUk1NjaGDgvbQNrcgHOrr61m0aBGbN2/2+eC7cI3c/OLll601qi7i5MmTLFq0iJMnT7ZY\nrri4mGPHjnVSq/ynshLMis/jj0NIBww/zS/zkpISGhoa/Kq7Wy81g0BjYyOvv/46lZWV7jSlFG+/\n/TZHjhzxWa+srIzXXnvN/TL2lxMn4K67vNOXL1/Onj17/LpGS/3NX/RCqaGhwaewb0kouQQOeASU\nUsr9m9TX19PUpL1TY2NjycjIID093V1n9+7d7nwXZkFlFmQtEfRHdV/JPirqK7zSWxNKixfDnXe2\n48Ybf6xpQjatYtaSQOvUp06d8lln8eLFfmlTbeK55zQbVBfT3NzM22+/bRjhfd34wx9AL0/PPRdm\nzeqYe5m1In+0JBf+vrgDob6+nq+++sp9vmvXLi/tKSoqiri4OENaRUUFK1cGHo7vo4+grs5z3tjY\nyOrVnbtEq0ePHoZzqz5aX19vEFaZmZmEhoa6TYd6oWT1Wa9JxcbGIiIGzaeuro6DOrNVY2OjYWog\nOzublJQUv79T0HePtNKSALYVbqPOUUdUWJRXXm0t3Hab9fXS0uCCCyA+XrP6fP456H43jbJtcMBC\nFQ6JgF7fhegsqD0BhUugvsi73LcMK6HkSk9LMweFhmPHjllqPxEREQwbNoyIiAiKi4s5dOiQby0q\nPh4iI+HUKWtz3UMPaRMj7Znjaye7du2y1JD69u1LRkYGNTU17N+/38ts1V04dgz+9CfPeUiIJqQ6\nivYIpfz8fGpqaoiJiQnongMHDkREaGpq4siRI16amd5ktmrVKkPeuHHjmDt3LqGhoaxatYrPP//c\n/byuW7eO6dOno20/5SE7G8aOhaoq2LgR9AaG+npYuRJmzNDO8/LycDgchvoxMTEMGDCAmJgYamtr\nOXLkSIuDv0CJjY0lPj7erSEWFBQwZMgQQxmzoHJpV7GxsdTV1RmEjpVQ0qe5NKwRI0YYzPQ7d+50\nzyu1x3QHHSCUfGlEjc2NbC3cyoSeE7zyXnnF2j57993wq19BYqInrbpa63i//a2u4J6n8PK3yJoL\n456FeF2w5GYH5L8KW37qSfP1EvV3ZvpriC+Np6CgwFLNNndu0F4O8+fPJyEhwZ1WXl7O4sWLKSkp\n8b7488/DggVaT37+eXj4YdCbGlavhlWrYNIk60a34/f3ZyIftBeTnpiYGM4//3xDJ29qamLt2rUs\nXdr9ouj88pfaAM/FdddBAFaTgGmPUFJKsXfvXsaMCSzO8RVXXIE4+2ZtbS2LFi0y3LekpISysjJi\nYmIM5tWcnBzOO+88d91JkyZRVlbm/p83NDQ4B2vGXTWmTYN//Uv7fOyYNpekH9OtW+cRSvv27TPU\nzczM5LrrriMiIsKQXlBQwKpVqwzts3pGzc4Pvp7jzMxMt1CyGlTp+3t4eDjJycmANj9UUlLiNtM1\nNDQYhElLQik1NZWsrCy3CXf37t3Mnz+f0NBQL9NdoEIp6OY7vVAyCyBfzg4ff+yd9pOfaMJHL5AA\nYmM1QbVsGbjNmoWmF0TyWJjyX6NAAggJg75XwblbILODbBpfA/Saknmi1IxSyssEkpGRwaWXXmoQ\nSACJiYlcccUVnHHGGb5vHhmp2WnXrgVTfd59N4BvEVyampq85oguuOACr1FnaGgoEydO5LrrriM+\nPr4zm9giW7ZogzsXMTHw61937D3Ly8vdL6zm5uaAHAag/fNK0dHRTJs2zSv9yJEjHD9+3KC1n376\n6W6B5GL8+PFe9VqiZ0+4/HJjml5zMmtA48aN8xJIoPW5iy66iAULFrR4P3/R92ErK4i+X/fo0YMQ\n5wSjS8C4NCXX/zI6OtqQ7vobHh5u+D5WJjyz6a53794kml/irRBUoeRodrDphMdlbkbuDHISPZtM\nWmlRjY3wv/8Z09LTvSdrzUycqI1iqD4M1Savm9G/g9AWIvVHpsEgH/bCbzgOh8Pgnjty5Ej3Z6sH\nuqioyGsSeNq0aQY3Wj0iwoQJ3tqwFwMHaiMPPVajk06isLDQYHrJzs72cnPVk5WVRb9+/TqjaX5x\n331GZfLee327LLcX10gbPM4ORUVF7t9Pn98SBw4c8Nsxwhc9e3rvF+gyk+np1auXV7m0tDQiIz3v\niaNHj3qVMZNj2jNX70Bi/i5WAkmPv79Ta+iFUmlpqVc7zE4OLlxCyawRZWRkWKab5+LMGtDOnTu9\nTHeBODi4CKpQ2nFyB7UOj/3gtKzTOC3rNPe51XzT6tWavVbPRRdpGpFfnFxuPA+Lgx7fXi2oNU6e\nPOkeQYaEhDBs2DB3XlVVlcG+DBjWnICmKQwaNCg4jTGPFHfu1EYpXYD5JTZgwACvkXV35ZNPtKUS\nLnr08Jb3wSQtLY3w8HDAY7LTm9CyW5CGkZGR7pehw+HgwIH2bfCsFyouHA6HQWsLDw+3HK2LiMGL\nLFBND3TWGvAaqG3dutXLK60j0AsaMAohpZTfQsnV930JJfM6sKSkJIOw3717N9t1rtMiYni/+EtQ\nhZJZ6JyWeRqnZXqE0q7iXVQ1GF96+s7k4qyzAripWSiljIcQX6tqbfTaUGpqKomJiW4vHHM+aBPS\nerKysgj1uWo5QHJzITXVc+5waN4sXYB5lJyVldUl7WgLzz5rPH/4YTANaoNKSEiI++VmFkoJCQk+\nF7GC9qIaPHiw+7y9JjzzIAo0DUXvjJKcnOxzgKHXVur0rnQ+OHzYeK7XnFL1zzKaJvjiiy+ydu1a\nysvLW712W0lOTjZoZXohVFpaatBcfAkl/Vokl0dfa0IJjJpQXV0du3btcp/n5uZ6aVf+EFRHB715\nLj4inv4p/Q1CqVk1s/HERs7OOdudZrHuKjChVGmcXCTVD9PRtxi90MnIyEBE6NGjh1v4FBQUMGDA\nAHcZs9NCS6PggBGB8eONZjtfJpTWtJYWHCFaWy3/4IMPUlpaakhrj1DqbAVLb60ZOtQ7cEhHkJ2d\n7Z67AY9QsjKnmRkyZAgbN24EYO/evTQ1NbV5oGO1cDMxMdFgwnJpdVbo81ozJRYVgT7ARHi4x8kB\ntJfw+vXrTXWK+Oijj/joo4/o0aMHw4YN4/TTTw/Y67AlXH3Ype3rhZL+s4i4tSDwmOOam5upra11\nC5+UlBRCQ0O9NCgroTRs2DA+9mF2b4vpDjpQKI3OHE2IhBjMd6A5O+iFknkAIQJ9+wZwU0el8TzW\nZPRtrIAtXpvLagy6DRKGWOd9Q9E/pK4HND093S2UzM4O9fX1hvOkpKTgNig313ju5e/fOZhfSGYn\njiVLlnj9FpGRkcycObPD2xYIf/gD+JjuCyquwUllZSVlZWXu5yYrK8tSe9HTt29fIiIiaGhooK6u\njvz8fL/n5+rr690u4fv27WP5cqOlJCQkhJycHL9Nr60tBP/qK83KXFWluX/rg3i4lqq46NevH+Hh\n4T7XuRUWFlJYWMiaNWuYPXs2o0ePDpqJODMz01IomS0jeiFsXkCrnzuKi4vzS1OKj48nNzfXy8wf\nEhLC0KFD2/Rdgvb41jnq2Fq41X0+NnMsAD3je5IWk0ZxjfbfXH/COJIwBRYgJibA1eeNJqEUZvrh\nHDWw7znruj0v+FYJJaWU4SF1qen6BXhm8535Zd3SqLNNmB/0Vl5oHYX+e4aGhnq9LDZv3uz1so2P\nj+92Qql//9bLBAO9xrx582b33El2drbB+8qKsLAwBg4cyI4dOwDNhOevUHrMKq6kjj59+hAREWEw\nZ5kHE3r0/3crx4T8fO0w06+fFt5RT3R0NDNnzvSpObioqanh3XffpaSkJGjPj1W4IRExuIib5558\nCaXY2FhiY2PdDlEtCSXQHB7MQql///5uL75ACdqc0paCLTiaPd5LLg1JRAwmPLNbuHlUZ1p71joh\npgu0FmLoW4zZM8elKelV+uLiYkOZENMIIej7b5lHlcEWen6i/55f5z3GHnigc+6TmprqdjJwmeLA\nf/Ou3tV+z549QfvNXRPr+hdoaWmpz5A+evO0v95wmZmwZIn218yECROYN2+eX4O3FStW+FzIHii+\nwg35Wv4BRm+6qqoqqqurERGio6OJjY2lsbGR6upq9/vAl1AaNmyY1yAu0LVJeoImlKycHKw+Hyg9\nwKlajz+/2Smmvl47/CbMtFbErDnZuNE/oOHh4W5TnF4ogXEBntm7qaVRZ5swq8odOUPfAvpRcnNz\nc6d4TXUE774LX37Z8fcREfe8m2vhZnJyst+j44EDB7oHAhUVFW3yfDPTq1cvxo0bBxjntpqamixj\nwjU3NxuC6lpFM7GioMC0eF+HiDB+/HhuueUWxowZ06pbuN4xoD2kp6cbBENBQYFleCE94eHhbo9B\nl6bkCiPkEkD6d4Evp4WYmBiDphsaGuq1vi8Qgma+088nRYRGMCzd4wponldaf3w95/TXYu1bhUTa\nvFmLAu4XEaY5jgrTxGdIBGRMdebtgbrgjEzchIUZ1TtfL20/PHs6GisnB9DigSUkJLiDtBYUFLhd\nPfWeeWC9YrxdmMMX+VqQ2sERHczCt7i42GDW7N27NzU1NRQXFxtWuFvhz9YVwSQ21jgV95OfaMEx\nOtrhIjs722C2CcQJJjIykn79+rnDArX35Tx48GAuuOACt6Dr3bu3IT8/P98r/tqxY8cMa9PS0tIs\n57hDQsA8Rnn5ZW2uyWLtLqAJ6AsuuIB58+Zx8OBBtm3bxq5du7w0NrPZq62Eh4eTlpbmNrkVFhZ6\naTbmOHkiQlxcHGVlZVRXV1NVVeWeS3UJIP38VEtelXotMyYmxtJV31+CpinphZIgzFk0hxkLZzBj\n4QweX/m4oaxeq7KKKqPbqqN1kscZz0tMC3QjU2DmMu3o+Z0ALuwn5tGDr5D8Ju+urkAvlEpLS1m4\ncKH70LvD6suZvdCCGhm7vh62bjWmddakiAmztmg2q1x66aVce+21Bs/E7oJu2xsA1qwB3dZHHYZZ\nCAXqmWk24flDVlaW+wxzIWcAACAASURBVOjbty/jx4/n1ltv5fLLLzdoaZmZmYZ1Q2vWrDEIBKWU\nIXgrYDmvdcUVmoV561ZtvbeeJ55ovb3h4eEMHjyYiy++mJtuuslL2wiW+Q6855X0AsXlvGDGJWgq\nKyupra11n7v++iuUgklQhFJlfSW7ijwjnfqmepbmLXUfG09sNJTXCzD95mQunHtR+YdLC3JRtlVz\nbugszPZHX8EWgxiEsa3oO0BNTQ15eXnuQz+PpC+Xa/KOO3XqVMBh/n2ybp1xTikhQVv52QWYR9bB\nMCd1FpMmwXe/a0x74AGjq3hH0F6hpF+vVFRU5NceSzfccAM33ngjN954I1dffTXz5s2zNLuFhobS\nV+fGW1hYyD//+U+Ki4upqKjgnXfeMQjCtLQ0n8sARLRNE59/3pj+0UeBjTUzMjK8Qhs1NjYGbT6t\nJaHk67uZzXQuwWVOd801dQZBEUqbCjahvDeg9Yne2WHAAG+v4MWLwRTb0JLaWiB9EojuaygHHFro\nd1vazWlG0yRr1lhHwTaHtG/HRGBbqK6uNuw10xL6vZXMQglgg2EjK2/MkZJ98uSTxvMzzuiyKOFm\nobRz586v1bzSo48anYYOHIAXX+zYeyYlJRleVIGu7YqLizP87v4sXg2EKVOmGM7z8vJ47rnnePLJ\nJw2RB0ALndWae/aMGUZF3uEwhmssKSlpVcCY4yWGhYUF1S3cRWlpqSFKidl058IlfFxmP9f6KZdw\ncqW75po6g6AIJX93lXVxrPIYJyq1kaiIt7bU1KRt3exrh4DGRs1k8cEHQHiCFoBVz7ZfQU3rcayC\nwuTJxvOTJ7XFDXqOHfMWSuZ6HUwgeyE5HA53cMnY2FhDKBbQvIYsI4GjbZr25ptvtnyD5mZ46il4\n5x1j+nnn+d3GYJOUlGQwT1RWVrZpj52uYtAgMO8w/utfe68DDCYi4taOzHHk/EWvLQWb3r17e2km\nVowaNcovbzERuOQSY9qHH3o+f/nll7z55pteG2jqMWvgwVxEa3ZkaMkd3IVL+LjWVpk1JVd6Z5nu\nIFhCyY9dZc3o55XM/2jQ3uHDh2vbo7sGH1VV8Npr2vbO+n1jyDa9zOqL4aMxcOBlUE6tpbECqi0W\nHLQXq/ATCxZoQ6jycs0Wed553tpTQGEr2k+gtmt9eXOsu4aGBv7617+yfv1698iwpqaGlStX8vzz\nz1tvE75zp+ZHu2iRFk3XvG1neDh873sBtTGYiIjXnML//vc/3n//ffcIvqGhocUXTlfzq18Z/USK\nizt2PyXQYgT26NGjzfEQ2+Ol5Q9z5sxh0qRJPiNG5OTkMG/ePL+vZx43ffqp0QK9a9cunnnmGT74\n4APy8/PdFofm5mY2bdrkZWXIMUd4bQcxMTFei75d+BJKZmFjnlPyVa4jCYr3nV4oDUkbworrvD0V\ndhXvYso/phjqnD/4fEDbGfP88+H99411Dh3StkePjtb8CXTBrY0MvhP2PgMNOgNvQwmsvQE23A4R\nyVB3smPWMI0dq70J9KaxI0fgwgt91xGBs8/2nd8BmOeJLrEYCbzyyitudV2/t9KkSZNYv369wR28\nvr6exYsX88knnxAREdH6PNPvfqcdvrj6arCI5OzGH9NBO23zkyZN8trMcOPGjWzatInY2FhqamqC\nsoV1R5GRAfffD7/4hSftiSfgllta/mlbC8MEcPHFF1umn3nmmZx55pmBNtVNamoq6enphsj1wSQ0\nNJTZs2czbtw4li1bxokTJygrK3ObmPv06ROQhnfmmZCU5PFnKi/XPB313bmpqYkNGzawYcMGRISY\nmBhqamosTXv9g+zYk5mZ6TVwCg8P97nzqy/hExMTg4i429yWGHZtpd2aUklNCQdLPVvhjssaR2pM\nqtdxRs8ziNRtJ2HWrp591noxGmhmvBaf2YgkGPO4dV5TnbbrbEctqo2I8HZ/ao3vf987Bn4HY/ao\ni4mJ8Tp8RXaIiYlh9uzZltd1OBztd3yIj9eG+V1MZmYmo0aN8kpXSlFVVdWtBZKLu+4ybllRV9ct\nftoW6WhtCbR4bt/97ne59dZbufrqq93pq1atCihYalgYzJljTFu82Hd5V6BTK4EUGhoadKFkNXeU\nmZnpcz7Il1DSr1WC4JoZW6PdQmnDCaM6OjZrrGW58NBwRvbw7N2z7tg6wz+qTx9NFfZz/Zo3/a+H\nQXf4Xz46yztOXlu5917/F1b17dvxNhUL9CY1s/uzVbrZ3Ddu3Lh2jYh9EhGhRbns0yf4124Dvry5\nrAhqcNogYbW53yuveC8H6050hlDS07t3b7cVwOFwsGTJkoDqm619+nmlQJg+fXrQzWJWZjpfTg7g\nrQHpz/Vt+1ppSmYnB19CCYyRHUpqS8gvN87xjBypeQ098oj1oloXiYnw2GMWFrKxT8HUjyCxhUnL\n0GgYdDvM2wEJQdoXKCZGezJ/9CMwLTb13DdUW/TgKz5JB6MfAPh6SPVCybWYTs+cOXO46qqrWvSy\n6tGjB9/zd24oM1Oz2c6d61/5TiAyMpIbbriBSZMmeYVYchEdHc2cOXO47LLLOrl1/nHttUbnTqU0\ns153JSsry+dcSEcxc+ZM9zzTtm3bAlp/Z35ct2/XtrSYOXMmZ511Vquu05GRkcyYMYNJVos024mV\nUPI1nwTempJeI/IloDqads8pVdRXGATRmMwxPsvO6DvDoFnlleWRm5RrKJOQAD//OdxxB7zwAqxf\nrzmvhYdrFq/p07X5cEvBLQLZc7Wtzg+9AgWfaV54oTEQ01tb09RzPkSmWlRuJykp8Nxz8NBD2t/1\n66GkRDNADxsGt90WYPjz4KIXJL40gczMTEO5srIyrxFSv379uOGGG9i+fTt79+6loqKCkJAQUlNT\nGTx4sGdzvPR0bb7NhYgmsDMyYMQIzVvl3HO1CcNuRkREhDuK8+rVq93bWiQmJtKvXz8GDx7crhXr\n7SUlxfjTmoNghIZqjkA/0wXHLywEZ/zTNhEVFeV+NlqLEZeQkOAu6/LedC1ktQq7IyKMGzfOsLdS\nWFiY4Z7BJikpiWnTprm3vti6dSs9e/YkIcH421qsiCAjAy67zLhsZcsWOP/8eGbNmsX06dPJz88n\nPz+fwsJCamtrUUoRFxfH4MGDGTZsWPADGztJTk6md+/ehmUZLW0nEh0dTXZ2NkopQ9gh0CwBLtN8\nIP/z9pr65OscfNLGxsbG5ptFUHeetbGxsbGxaQ+2ULKxsbGx6TbYQsnGxsbGpttgCyUbGxsbm26D\nLZRsbGxsbLoNtlCysbGxsek22ELJxsbGxqbbYAslGxsbG5tugy2UbGxsbGy6DbZQsrGxsbHpNthC\nycbGxsam22ALJRsbGxubboMtlGxsbGxsug22ULKxsbGx6TbYQsnG5huAiOSKiBKRdu+R5se9FojI\npx19H5tvJx0ulEQkT0RmtbHuNBE52kL+KyLyiPPzFBHZ0452KhEZ0Nb6rVy7h4h8ISKVIvKnjriH\nzTcbZz/K7ep2ACil/qWUOqe1cvr+2VZEZJmITGvPNWy+XrQqlLpTZ2gJpdSXSqnBXd0OH9wIFAMJ\nSql7WiroHPHmdUqrbGy6kM7Q6my+fnRb89037IHNAXYqe5tfm3YiItEi8icRyReRchFZISL6PeUX\niMhhESkWkZ/r6oWIyE9F5ICIlIjIGyKS4sxzmf6uE5EjIlIqIjeLyHgR2SoiZSLyrO5a14rICudn\nEZEnReSksz1bRWSEiNwILADuE5EqEXnfWT5PRO4Xka1AtYj8RETeNn3HP4vIUx33K9p0Z/wWSi11\nBhH5jojscD68y0RkqI9rRIrIUyJy3Hk8JSKRzrxpInLU+cAWAP/Q1fuZs5PlicgCH9c2mPqcZe91\ndpJyEXldRKJ0+T8RkRPOdvzAz99gnojsdJrhjonIvc70ZBH5QESKnB36AxHp5cx7BbgGT+ec1dIL\nwsbGCqVUrlIqD/gjMA6YBKQA9wHNuqKTgcHATOBXur54B3AhMBXIBkqB50y3OQMYCFwGPAX8HJgF\nDAcuFZGpFk07BzgbGAQkOeuWKKVeAv4F/EEpFaeUOl9X5wrgPGf5RcBcEUkC92D0MuCfzu89TSm1\nzK8fyeYbQatCqbXOICKDgFeBO4F04EPgfRGJsLjcz4EzgTHAaGAC8Atdfqbz2jloJi9XWhrQE+3l\n/pKI+GumuxSYC/QFRgHXAv/P3nmHZ1FsDfw36T2QBAKh9xJKqCJFUbFjV0S8ev1Escu99qteRBDF\nzsWODQsoKIiC2JCOCIReQmgBCYQ0Snqf7499y7a3JHlT1P09zz7ZnZ3ZnX2zO2fOmTNnEEJcAjwC\nXIjyEXo75vUhcJeUMhLoBSy3pfuhCNF2QFugGHgTQEp5G9qPcxluGggp5WEpZXsv62PxN0II4Qfc\nDkyUUh6TUlZKKX+TUpaqsj0rpSyWUm4HtqN8ZwB3AU9JKdNt+ScD1+ssElOllCVSyp+BQuALKWWW\nlPIYsAboZ1KtciAS6A4IKWWKlDLDw6PMlFIetdUzA1gN3GA7dwmQI6Xc7N2vYvFXwytNycPHcCPw\nvZTyFyllOYrwCkURXnpuBqbYXvRs4FngFtX5KuAZKWWplLJYlf5fW9oq4HsUYeMNM6WUx6WUJ4HF\nKMIQW/mPpZS7pJSFKB+oN5QDPYUQUVLKU1LKLQBSylwp5QIpZZGUMh+YhiJwXOFNA2FhoScOCAEO\nuslzQrVfBETY9tsB39isGaeBFKASiFflz1TtF5scR6BDSrkcpQP2FpAphJglhIjy8BxHdcefAP+w\n7f8Dm5Zk8ffEW/Odu48hAThiP5BSVqG8dK085bXtJ6iOs6WUJboyp2yCw1UZd7j6QBPQfhjqOrnj\nOuAy4IgQYpUQ4mwAIUSYEOI9m2kzD6Xn10QI4e/iOt40EBYWenKAEqBTDcoeBS6VUjZRbSE2LahW\nSClnSikHoJj5ugKP2k+5KqI7XgT0EUL0AkajWBYs/qZ4K5TcfQzHURpZQBn4BNoAZi+7Ji+Kqeu4\n6tjsJW4qhAh3U6YmZNjqqL6mR6SUm6SUVwHNUT6k+bZTD6PY8c+SUkah2NgBhItL1VkDYfHXxdbh\n+wh4TQiRIITwF0KcbR+X9cC7wDQhRDsAIUQzIcRVta2TzRniLCFEIIrJrwSlgwWKptXR0zVsHdGv\ngbnARinlH7Wtl8WfF6+EkoePYT5wuRDiAtuL+TBQCvxmcqkvgKdtH0QcMAlloNMTzwohgoQQI1B6\nUl95U283zAduE0L0FEKEAc94KmC7/81CiGibmTIP58cXiWLeOG1zWPB0vTppICz+FjwC7AQ2ASeB\nF/HuO/4f8B3wsxAiH/gdxbGhtkQB76OMix4BclFM+KCMwfa0WQQWebjOJ0BvLNPd357qjGE8AryA\n8jFEoAyiXiylTBVC/AN4A8Vktw24QkpZZnKN51Be4h22469sae44gfLCH0cxwd0tpdxbjXobkFL+\nYHM5XY4yjvU0yniXJ24B3rSZ5VJx2sFnoPTycmz1fBXFkcEV/0PRon4WQiQAWcA84NvqP43F3wnb\nWOu/bJuaw+g0cynlSNV+FfCabdNf06xsa93xP1T7s4HZtv1fUZyIzOq6H+c4rj2tvVle4A+Ujt0C\nF+ct/iYIa+qMhYVFQ2JzpHoNZXK5V9MzLP66WN5eFhYWDYZtvDgTxfR3SQNXx6IRYGlKOoQQu9E6\nY9i5S0ppeQVZWFhY1CGWULKwsLCwaDT4wnxnkGqv71jPyzu0zne/XTWe9pFNvL7oyeJKvj9UyKEz\nZZwqqcJfQFyoPz3jghnRKpSYUFdTgEBWllG0931KDi+isvAYUIVfaAuCmp9FSMfrCWo2yJG3VSuz\n6VTecezYMfr3769Ju/XWW/nXv/Rj0LBo0SKmTJmiSduyZYsrl/G6QPN/uvvuu/nuu+8cxxMmTGDy\n5MleXaikooS3Nr7F4n2LSc9LJ8AvgG5x3biy65Xc3OdmQgJC4KOP4OmntQWDg6F5c0hMhKQkuPFG\niDeZmiVq+LNIiahBWVcdsy0ZW5i2ZhqpOakUlReREJnAiLYj+GfSP+ke191ldc0u500eJZ+x/vr6\nLVgADzzgPP7iCzhXN1V7zBhYu9Z5/PjjMHGid9c347vvvuPuu+92HPfo0YNff/3VkO/WW29l2bJl\njuNJkyYROi+UnNQcR1rbYW254asbDGU/u+gzsnZlARAYGkiXN7swfvx4l3WKiooiMTGRBx54gHPP\nPdft//7UoVOsfGYlGVsyqCyvJLZrLCOeGkGbs9to8i1bBrfe6up+0L8/3HEHjBwJfm58HnOKcvho\n60csSFlAZkEm/n7+NAtrRo9mPRjaeigXdbqIdk2cBhnxbM3e+fFHx7N06VIAzjnnHL788kvTfG+9\n9RbTpk2zPUcUc+fOZfTo0QAsX76c7t2V9/mJJ57g008/JSEhgeTkZEf5IUOG8Mcff/DII4+Q3Seb\nT7Z/4ji3+KbFDEgYoLlfZVUlSe8lkVuUC0BCZALJE5K9esg6GVNalXGEjKICTdrGrGNeCaXc4kq+\nO1DAiqNFVFRpz2UUVrIzp4yvU/O5sH0YN3SLJDTA+WZIWUXJofnkJz9DZf4hTdnKvIOUZ66jcOdr\nBLUYQdTQmQTG9Kr5Q9rIzMzUHBcWFprmKykpMeRtSFatWkVGhjMazLp16zyWqZJVzNkxh6dXPM0f\nZ7RTSVJzU/ku9TueWfkM71/xPpcWFkKGSbSZw4dh40Zl/z//gXfecd0KNBC5Rbk8tfwpZm2ehVTJ\n8rTTaaw7uo7p66bzf0n/x2sXv0aTEO87Wr6iuFj705aWas8vWwZfqSZNNG8Ot9fSfaCkpETzvmRn\nZ1NcXExoaKgm37JlyzT5CgsLqcquoiDD2R7sXbSXktMlhDQJ0ZQtyily5AsMCzTcU09GRgapqaks\nXLiQQYMGsXDhQlq31jgNUlleycrJK1n/6noqSysd6Sf3n2T/9/vpPa43l/zvEsLiwgDlt3R1y4wM\nSE1VOgHnnQfffQcRhhgX8Opvr/LU8qcordT+Yw6dOsSGYxuYvW02AFd1u4pFYz15yrundevWjt9o\n1apVLvOtX7/eka9z5840bdrUcZyRkeEQSgcOHCAjI4OTJ08iVZ28Xbt2UVhYSGhoKKM6jmL6uumO\na8/fPd8glNYdXceurF2O4zGJ3gbhqaMo4ck5xrmtydme57um5Jby8IosfjliFEhqKiX8mFbE9izn\nP11KyZk1Ezi94haDQNJTdmIN+Zs9Tk36y1JYWEhqqnbpqW3btrntMUspueWbW7h10a0GgaTmWP4x\nJv440buKFBXBbbfBZ41nasqp4lMM/mAw721+TyOQ9Hy87WMWpy6ux5p5R2UlPPKINu3ZZyEy0rf3\nqaioYMeOHZq048ePuxUidqoqqtj3/T6f1mfTpk1cdNFFlJRoA8Ise2IZa59fqxFIanbO3clXN3xF\nlbsGx4QVK2DSJGP65zs+55FfHjEIJDP2ZO+p1j3NSEpyetyfOHGCrKws03zq/1VSUhLNmzd3HKs7\ny/b90tJS8vLyAKW9sHe2mzdvzsj2I4kPd1o4vtrzlaHt+Gq3dirpjYk3ev1MPhdKGUX5HCvMN6Rv\n8iCUjuWX88qmU5RV791wULR7JsX7PvGc0YJdu3YZXqKcnByOH3f9P3px3YvM3TnX95WRUrGH7K3V\n1DOfccfiOzh0yn2npjHz+eewfbvzuHt35eetC9TmHVAEg7ekLqrxepwuSUlJ4Y033nAcH08+zu+v\n/e6x3OGVh9nywZZq3++TT6BK1V5VySoe/eVR1wXqALVQAgwdBVAETEpKiqZMeHg44eFKoBy1UFIL\nNfu++nx8fDz+fv7c0NNpfk07ncbmDGf83MqqSr5O+dpx3C66HUNaD/H6mXwulDZlmTdsm3OOU+Wi\nJy6l5MOdeRRXmJ+PD/OnXVQA4YHmJsnK4mzyN082PecX1pKA2CT8Qlt4rvzfhG3btlUr/VjeMaas\nmmJ6rn2T9vSJ70NEkIkdw1vKysDL8ay6ZEP6BhamLDSkRwdHk9QiiYRIb0MuNgxFRfDUU9q0l16C\ngDqa+KEXSvpjd+z/YT/lxeXVvmd4eDgREREEB5tHVvrmm28c+2umrdGca9GvBXdsvIP7Uu6j6xVd\nNefWvrAWWWVsf/z9FROd2W948qS2A5B8PJkTBScM+VpHtaZ/y/60jfYqmlm1aNeuHdHR0Y7j7eoK\n2di7dy8VFRWOY7sgi7eN55oJInAKI3WaXcMa22us5h5qzWjd0XWa3+HGxBurNdbr89d1U7Z5+Lb8\n8jJST+fQo2kzw7nkzFL2njQGgOgYHcitiVF0jVFWwaiSktSTZSzYV8CeXGf+wl0zkOXaMSy/sFZE\nDX6ekE5jEcIPKSUVp3ZRuEurUR07Zl5fvQOEq3x/RtwJpcsvv9yQPn3tdIorijVpraNa89Zlb3Fl\ntysBKK0oZUHKAtc9xRdfhMsvhxMn4I034Ftd8Ir582HaNOjkItZoLbxEvfUwfWX9K5pjP+HHxLMm\nMuW8KUQERSClZNuJbUxeNZnvUr9zcZWGY8YMUL+m554LtrHsOqE2Qqm8sJy0X9PoOrqr58wq8vPz\nEUIgpWTFihXcfPPNnDjhbAA3bNjA6dOniYqI4uDPzvjRTTo04fa1txMYFgjA2G/HMveyuRz48QAA\nZ/44Q+6+XJTY005uvBHmzIGKCvjpJ7j+elBbCNesgX62BT2+3/e9pmxcWBzfj/uewa0GO9KO5R3j\nqz1f8cbGNzR55TPGd1Tv/GCWBxQhYx9PMhNK6rSAgAB69uwJKALm0KFDGpPd6dOnHXnNNCW7UDq7\nzdm0iWrD0TwlrvVXe75i+qjpCCEMpju9APOE7zUllZlO79jgyoS3+YQ+MDj0aRbMlOGxDoEE4CcE\nPWKDeWpIDP/oGYmf7X9Wmv6zpqxfaDxxV/1GaOdxKJPFFa+jwJjeNDnnfWJHr8A/rGWNnu+vgFoo\nqQeGXQmrHw78oDmOC4tjwx0bHAIJIDggmHG9x7Hznp0MbWOyakmrVorX3QUXwKJFyki8uvckpeJW\n1kBIKVmRtkKTNv2C6bx28WsOLVAIQb+W/fh27LfMGj2LAL/GM/c8KwumT9emvfJKzR0ZvWHPnj2O\nsQYpZbXMdwAp36R4zuQCIQTnn3++waO1qqqKVatWkbkjk/IipyY25F9DHALJXn7YE8M0ZY+u16+o\n4SQgQOlTjdGN1+c4nQrZckJrAnzk7Ec0AgmgVVQr/jXkX6Tcl8Jz53uKsOYdahOemflOndajRw9C\nQhQHE7umZBc62dnZAA7nFXu6/W9QUJBDK/MTfhrnhbTTaWzJ2EKVrGJBivM77hrblaQWWhOjJ3wq\nlKSUGoeG0W27EBvs9M4xc3aQUrIjWzsoGOAHd/aJxs/FFyWE4LKOEQxsEUJV6SkqcrW9g8gBk/EP\nd21qCWoxjKiz/+fVM/3VqKys1LykY8c6ezFmQik9L52Dp7Qrlkw6Z5JLU1ZMaAwfXvmh54pcfz3o\n3X2//948bz2w/+R+cotzHceto1rzryFG1347dw64s1oeRXXNs89Cvmood9w4GDiwbu7VrJli7aiq\nqnK8M0eOHCE3N1dz3hP7vttHVWUNB5FtmGn2x48f5+hvWgHT4YIOhnxth7XFP8g5tSR9fbohj55e\nOoddlVWM0yWnNefULt96gvyDfPb+qIXSnj17KCvTWp3UmpI6r958Zxc+iYmJmnT73+bNm2vMcAYT\n3p6vWPfHOjIKnM4u1TXdgY+F0uH80+SWOs08/WJb0i/OqZGYaUrp+RWcLtW+mAPiQ4h1Mw/Jjp8Q\nlJ1Yh2YKjgggtLPn2KrCz/P1/4ocOHCAoqIix7FaKB04cID8fK2TyqrDWjdTgeDWvu5duP29/W3v\nvVd7vHlzrcx0tWH90fWa4+t7XE+gf6CL3ApeP2cds3cvvPee8zgoSLGE1hV9+/bF3195drvJTm26\nGzRokGk5gIDQAIfGUpRTxNF1rrUTb1B7kdkpKCgg/XengPEL8CO2S6whn1+AH7HdnOnHNng20es8\n4IlVXdZft3za2j/WUh+oBU15ebnBs1bveWfH/tvpx4569+6tSbf/jdfNKRzQcgCdmjrN7fN3z2f+\n7vmaPNU13YGPhZJe6PSLa0G/WKeDwbbcE5RXaV0zd+QYXSe7x5itpG5O2YnVmuPA2D6IgFAXuS3U\n2lD79u1JSkrSzDXRq/+rjmiFUo9mPYgOicYn9O6t/coLC7WDIvXIb0e1k70HJtSRmlEHPPec4gpu\nZ+JEaN++7u4XFhbm6E3bhZHddNe0aVM6dnS9hFJAcACdL+nsON67qHZelydPnjSkhYeHU5jpnC/Y\ntGNTjUakJq67cwypMMt8jqEavcd1C5X/VKso7Tj0W5veYsLiCezKMnq7+pKePXsSGOjsQKk1I72b\nuJmmlJmZiZTSIXzsQkmvQek7AEIIjdBJO53Gh1udVpLezXvTs1nPaj+Pj4WSs0EJ9PMjsWlz+sU5\n/2sllRXsOqn9rx48bfTA6VoNoVSuM90FNhvsIqcFaIVSr1698Pf3dwx86s+DEtVAjd5GXisCApQp\n8mrS0szzCuF+c4MQwu0GsCt7l6ZM/5b9zS7lFdWsXq2xDQUAEBMDTz5Zt/cDpzak15QGDhzo0VzT\n7epujv29i/bWqsFeuXKlIS0uLo6yAqcJKzjK9RqI6nPqMmZUVcGSJdq0kSNV++1Gouf9Le/T+53e\ndHmjCxN/mMi6P9b5XEAFBQVpvmG1UNI7PvTt29exbxcyJSUlFBQUOIRQjx498Pf3N2hQek0JjJqQ\n2iGqJloS1KGmlNi0OUH+/hrznT4PQFG58R/UJtL7AWRZdkZzHNCkm/Z8RQnFaQtMt8qixhNhob5Q\nCx17j6iXylCuF0pnSrW/b4+4Hr6tUA/d9fKNc9zqg/xS7X07x3TWHC/Zt4Sv93yt2Zbs07VQjYD/\n/hea1EOQiYG2G84uUAAAIABJREFUAavU1FTOnDnD5s2bNenu6Hp5V4S/IrhOp50mc0fNvsODBw8y\nyWQG6znnnKOZDGu/lxnqc5Xlxgm2Bw7A++/D66/DhRfC1q3Oc0OGKP47dkZ1HIVwsdj0wVMHmblx\nJsM/Hs6oz0aRmuPbeVqunB3U+23atCFWZW9UC5nMzEyH8GnRogXNmjXzqCkB9Grei8RmiaZ1qs6E\nWTU+cx+qkpLNOc4BLrvZrktUDGEBgRRVKBpRcvZxJvRwhqQoKteOJwX5QYCf913LKp0ruAjUTl2v\nKjvN6V/NJXbMJT/gH2YSe+0vjJlQsv8F2Kr+6jA21pFBPg4NoI/TUlBgnq+OKShz3jfIP8gwnjRh\n8QTNAC4o8byOPdS4pgrcWLN2oNrYhY+Ukvnz53PmzBlHupn2oiY0JpT2I9uT9quiFe9dtJcWfb2b\nR9i/f3+EEJSXl5OSkkJlpVaQ9OnThxYtWhAU4bS2VBRX6C/jPFfkPBcYahxD3LjRGRVL8wyh8D+d\nr1SHph0Y3288H2z9wO0zLE9bTp93+/DldV9yTY9r3Ob1lqSkJD75RJnq4kpT0k+01Qsl9dhRfHw8\nR44ccZwDc6EEikb03xX/1aQNShhEpxgX0zs84DNNKfV0DgXlTvXXbrbz9/Ojb6zz4fWaUq0VWan3\n3qnPGKd/Lk6cOKGZ02GmKe3atYvycqdJtUr3+9Yk4Klb9Nerqp03Vk1RP6er3u6fgVde8ZzHF/Tu\n3dsxjvHOO+840r3RlAC6X+0MaLv3G+/HlbZt28bWrVvZtWuXQSCB0xsvONppljt95LRLk9mpQ6cc\n+1Gto7yqQ0yMMqthsIkl+43L3tBEO3BFWWUZty66lYx8z2GZvKGffbIUWgHjyskBtEImKyvLoRnF\nxcURHx/P6dOnKSgo4NQp5TcyM9+BuUZUUy0JfCiUjE4OTrOd2tlh58lMiiucjV5ogLYBKKvCZeQH\nM0SgtqctK4pc5LRQa0kBAQF07apMXFRrSqWlpRrvnchgrWZUWOZ5MLha6APY+jpIm5eoI1KUVpZS\nWWUeK62x8+abroflfElwcLBjfMKuXTdv3pw2bdq4K+ag21VOM3vm9kxOpZ1yk9s74uPjeeyxxwBo\n2d/Z/pSeKdUEhLUjpSRrt3OMW+304I78fDjqwmkwJCCE+TfMZ9718+jQxOiGrqagrIAvdn3h1T09\noR4rAkUYmYUXUtO0aVNHx8IuyGJjYwkMDHQIrN27dzvyu9KUusR2MYzB1sbd3YdCyWnGEEDfGKdU\nVQuoSinZluvsrYcFGKuQUeBa3dbjpzPXVebXwxepvr8ufr06nIc36fWJWih1796doCDFxNGyZUua\nNm1qmi8qWNt71M9ZqjX792uPbfG4DEjpfnODlNLtBhjCJNlnqteEalav1qiVzbIyY6ihukKvFXnj\n5GAnuk00CQOdc91q64UXHx/Pjz/+SBPbgFqboVrheDzZOB3l5P6TlJ5xev+q3cPdUV4O99xjfHXV\njEkcw4EHD7D2/9by0JCHaBlhPll/xeEVpunVpUmTJrRXuVxu377dZXghO0IIh6Cxa0r2Y7tWtHPn\nTkd+V5oSwOAEp9rYMqIlbaK965yY4TOhlJztVEPDA4N4fefvTNm8iimbV/HbiaO6vM4XpG2UcVhr\n3ynvY2IFNNUOlJdna0Od+Ie1oOUd5bS8o5yw7r6PTBkWFqY51s/zsWOPuNuQqIVNeXk5U6ZMYcqU\nKUydOtUxy1ufTz+IufGYiYG9plRVgT40TVvfxwfzhi6xXTTHWzO0Y2vHHz6OfEZ6nKPVEPzjH9rj\nL74w/qx1gZlQqg7dr3Ga8GoSoNXf359evXoxa9Ys0tLSNI1uq7NaIVRj02YBV5Pf0/5IbUcY370L\nL1RCCc2cqR3+LC+HV191Xz8/4cewtsN49eJX+ePffzBr9CyC/LWexb+new4Y6y16Zwf1eFJUVJRG\naNmxCyG767g7oeRKUwKtWb+2Jn6fCKXyqkqN9lNQXsYzm1c6to/3aT261Ka+Ps2M7pqpJnHwXBHU\nYoS2LrlbkPVoegnX9eztA756XKXXJ2phk5qayjPPPOPY1EsOqPOd2067etz2zO0Ul2vj4NWY1FSt\nt11wMLRzPQu+Ljm79dma460ntrrI2fgYN05ZM1HNo4/WvYZWa6GkGlf6Y+0fFGV7Nr3n5eWRn59P\nfn4+ZWVl7Ny5kzvvvNOwrlNwZLDGhLdv8T5WTFpBVUWVEnnmvWQ2znR2sMLiwmg/sr3hfs2awfDh\nyqKKr72mPffll8a1rFwR4BfAnQPu5O4Bd2vSTxWf8pmLuFoobd++XTOe1LdvX4NVB5zCx+40Yj82\nE0reRuqoLT4RSrtOZlFS6b15Si2UOjYJNET/Tj5RQoGXa1johZIsL6A0/Sev61JbOnfWug7rZ1O7\nSm/Zsn5j7xUWFrJvn3dr2KjXVhrZfqTmXEVVhWkk7Rrx0Ufa4969lbDMDYBeKC3et7hOJzz6Ej8/\nePllbdrKlfDDD6bZfUZiYqJGw66uUIrrEUdsV8VkJqskeemerQkRERGOzayRVTPk39rlElZPXc2M\n9jN4s+ubfH/39xq38bMmnkVAsHtn5H/+U3FysHPmjLKgop3SCs8SSh8HLsAvwGfOQ2qhlJKSoolF\nqDfd2bFrP3bhYz+2/7ULttjYWALqKty8Dp8IJU9rJelJPZ1DXpnyD/QTgl5xWm2pqEIyN8X9C5p8\nooRtWSX4hyfgH6UVDPnJTyMrjEFe6wJ9SJWDBw+SphtpLi4uZs0abRj9wWauO3XIzp07vW5kc3Nz\nHVHRO8d0NsS5m7RyksFV3E5pRSn/Xf5f03MaNm5UbCJqLr3Uq/rVBb3jexMe6NR6t53Y1igjgbti\n1Ci45BJt2mOPaSM9+JqAgACH11erVq2q3dESQmgm0vqaxBsTDSa5/GP5nDygjQKRMDCBYY9pg7Oa\nERQE116rTVNPpv3Xj//izY1vGjxW1ejHKn0WHQVjuCF1m+NKKNk1InvcQr2mZE93Z7rzNT4SStWb\nqyFR1ley06+50YS38mgxb245RW6x9qs6VVLJBzvO8HryKUps6y8FJ5ynyVNxcicnf7yc8lPaKMSy\n0nuzoLeYxfl6/PHHHa7XeXl5PP7444YVMd3FB6sLXEUA95RfCMGojqM05w6dOsSoz0axM3OnJn3z\n8c0M/3g483bPM15QSqWFTE9XWsvhw5VReTX6L74eCfAL4Ow2Wm3ptm9v44udX2iEeXll9dcAqi9e\nfFHr9LB7N8yeXbf3tGtH1dWS7PS4xseTsVX4+ftxw1c3kDDIdXDm8Phwrp1zrcswRHquuEJ7/P33\nTjNpUUURD/zwAEnvJjFv1zyDmTs1J5WZG7QdsUEJvmsH2rZt63D0AO2SLZ6Ekh39mJKrfHWJT/Qx\ntZNDi9AI3hxm7PEeyj/FYxuWqcoc57wExWVyaKtQlhwqJD1fawL87XgJySdK6BEbTEiAILuokrQz\n5Ya5TeG9H6Io9WOQzvJlJ1aTs7A/QQnn4RcSS2XeAYMThC8YMGAAfn5+VKnm16xbt45hw4bRqVMn\njh49aurk0JBCKTExkWeffdaQ58EHH3SsPrtt2zZG2xbjeXzY43y+43NND3DjsY30n9WfCzpcQGRw\nJHtz9rIrSwnV0yWmi+Ha3HKLsrli1CjjwIgab0wctTS3PTj4QZYdcr6jp0tOM27hOGZsmEGnpp1I\nO53m04FpX9Onj7K6/McfO9MmTYKxY107NYJ3A9Pz5pl0NICXXnqJKVOmODw5q0urwa2IaBlh6rLt\nCyLiI7jj9zvY+cVOfn3iV4OJcPh/hjtMiN5w/vmKxmTvTx09qgh/dfTwnVk7GbtgLGGBYQxKGER8\nRDyZBZmsO7qOiiptG3dxp4tr/Gx6hBAkJSUZJi+r11DSo9eA7Mf68aP61JRqLZSKK8rZedIZJuSs\n5q24rqPxBygoL+PxDcscAkVt8gvwE9zeO5pp63Op1LUrZVWwPdu9rTYgujNhPe+haLd24SxkBWXH\nfqnW81SXyMhIrr32Wr7++mtNeklJicbHX83AgQMdAS3rC7VQGj58ONddd50hzyeffKIRSnZ6NuvJ\nvQPv5c1Nb2ryV1RV8NNBH4zfCaGsvdDAjO46mkEJg9h0XLsu0MZjG33rdViHTJmieN/ZFfPjx5XF\n/+rKTTwkJEQzrlRdhJ+g21Xd2PzuZs+Za3GPPjf3ofdNvSnMLmT3/N38+OCPAKx7cR397+hPULh3\nQjUiQlk88RdVs7J0qXFJC4Ci8iJDQGM9F3f2nVACTIWSeg0lPa40osDAQGJiYhwBb+tTU6q1+W5b\n7gkqVT1UdQBWNRGBQXRr4pycph+H6h4TxD1JTWo8lz5q8HQC4z3bhZ0IhI9C5jz++OPExXk38S4k\nJISpU6f6PjKCB9SeOH369DHNo55Eqzf3vXrxq5zT7py6qdyUKTDUZGHAekYIwdzr5nodSik62Hfj\nAb6idWv497+1aS++aIxu3ZhQe+HVJcJPEBEfweD7BjtMegUZBfz28m8eSmq57DLt8dKlNavPLX1u\noWts9Vbe9YSZmc6V6Q5cm+/05/5UY0p64dI/zvVgpzqyw+H802QXa2fzD20VyqShsfSK89xr6dss\nmG6qaOLCP4iYi78jvM+j4O86KjBAQExvYq9YRVDzszzexxsSEhKYM2cO3bq5H7Rt1aoVH3zwgUuh\nUJcUFzvt22rho0adfvDgQY3ZMcg/iCU3LeHpEU8TFhhmVhxQZrS7WxxPg11Devpp7/LXA51jOrPm\n/9YwpPUQt/mu6nYVK29bWT+VqiaPPw7qPlJ+Pkyd2nD18USH8zq4jeTta4Sf4OLXnBrKupfWkXfM\n+3mEeqG0dq3iiXdb39u8jqJ/caeLefvyt72+p7dUVyjphY1aELnar2tqLZT0q8n2i3UtlPQCy2wl\n2m4xQTw5JJbJQ2NJah5MVJBtOXMgLtSfc1qH8szQWB4b3JSmIdrBSb+gKKIGP0+z63cR0ukm/EJt\nP6QIwD+yA6FdbqXpxYuJu2YzQfFn40t69erFsmXL+OSTTzj77LMdk2pDQkLo3bs3M2fOZN26dZx3\n3nkerlT39DKzNWAUVvqw95HBkUw9fyr7H9jPnf3vpGVESwQCf+FP97juPDb0MQ48cIB7B+kW71PT\ntCmMGKFM/EhOVgY9Ghl9W/Rl3e3rmDV6Fp2adsJf+OMn/GgX3Y7x/cbz2+2/sWjsIpqH11/vsTpE\nRxt/1nffBS9nBNQ7/kH+dLncZByyDmk7vC09r1eGGSqKK1j+5HKvy3bpAp1UsUYrK+Hnn+G8Dufx\n+/jf2XrXVp4a8RTntDtHo03HhMZwe9LtrLt9HT/c/IMhiogv6NGjh2ZtJXAvlJo1a+aw2oSGhmrm\nXTaUpiT+LHMxLCwsLCz++vh0PSULCwsLC4vaYAklCwsLC4tGgyWULCwsLCwaDZZQsrCwsLBoNFhC\nycLCwsKi0WAJJQsLCwuLRoMllCwsLCwsGg2WULKwsLCwaDRYQsnCwsLCotFgCSULCwsLi0aDJZQs\nLCwsLBoNllCysLCwsGg0WELJwsLCwqLRYAklCwsLC4tGgyWULCzqGSHEbUKItXVw3cNCiFG+vm5t\naaz1smicNEqhZHuJ2zd0PewIIaxFpyyqTWN7jy1ACLFSCDGyoeth4ZpGKZRqghAioKHrYGFhUXcI\nhb9Mm2VhTqP+BwshYoUQi4UQeUKITUKI59RmDyGEFELcJ4TYD+y3pf1PCHHUVmazEGKELb2FEKJI\nCBGrKj9ACJEthAgUQnQWQqwSQpwRQuQIIebV+wNb/CWxvcff2d7JjUAn3XkphLhXCLFfCJEvhJgq\nhOgkhFhvKzNfCBFkyxsnhFgihDgthDgphFhj1lALIYKFEDOEEMdt2wwhRLDq/GNCiAzbuTtsdehs\nOxcthPjU9m0cEUI87Y0wEELcKYRIsT3DHiFEf9XpJCHEDtv3NU8IEWIr09T2PNlCiFO2/daqa64U\nQkwTQqwDioCOQogOQojVtvssE0K8JYT4XFVmiBDiN9tvtN3SjP5kSCkb7QZ8advCgJ7AUWCt6rwE\nfgFigFBb2j+AWCAAeBg4AYTYzi0F7lGVfx14w7b/BfAUiqAOAYY39PNb219js73D84FwoBdwzOQ9\n/g6IAhKBUuBXoCMQDewB/mnL+wLwLhBo20YAwnbuMDDKtj8F+B1oDjQDfgOm2s5dYvsuEm3f1me2\nOnS2nf8U+BaIBNoD+4DxHp7xBttzDQIE0Blop6rXRiDB9q2mAHfbzsUC19nqEQl8BSxSXXcl8Iet\nrgG2Z14PvAIEAcOBPOBzW/5WQC5wme1bvtB23Kyh3wNr8/J7aegKuKwY+APlQDdV2nMmH/P5Hq5z\nCuhr278RWKe6/glgsO34U2AW0Lqhn93a/jqb6j3urkp73uQ9HqY63gw8rjp+FZhh259iExidTe6l\nFkoHgctU5y4GDtv2PwJeUJ3rbBdKtvqWAj1V5+8CVnp4zp+AiS7OHQb+oTp+CXjXRd4k4JTqeCUw\nRXXcFqgAwlRpn6uE0uPAZyZ1+2dDvwvW5t3WmM13zVB6RkdVaUdN8mnShBAP20wIZ4QQp1F6mnG2\n098CPYUQHVF6UGeklBtt5x5D6eFtFELsFkLc7sNnsfj7YvYeHzHJl6naLzY5jrDtvwwcAH4WQhwS\nQjzh4r4JuvscsaXZz7n6ruJQNBB92VYu7mOnDYogdMUJ1X4RtucRQoQJId6zmQnzgNVAEyGEv4v6\nJQAnpZRFLs63A26wme5O29qA4UBLD/W3aCQ0ZqGUjdIjaq1Ka2OSz+EZZxs/ehwYAzSVUjYBzqAI\nG6SUJShmlJuBW1DMFtjOnZBS3imlTEDpGb5tt7FbWNQC+3usfnfb1vRiUsp8KeXDUsqOwBXAQ0KI\nC0yyHkdpoNX3PG7bz8D1d5WDotnpyx7zULWj6MbKvORhoBtwlpQyCjjHli5UedTerxlAjBAiTJWm\nrv9RFE2piWoLl1JOr0HdLBqARiuUpJSVwEJgsq031R241UOxSJQGIBsIEEJMQrHTq/kUuA24EkXt\nB0AIcYNqgPUUyodQWdvnsPh7Y/Ie9wT+WdPrCSFG25xyBMpYSiXm7+kXwNNCiGZCiDhgEs73fT7w\nf0KIHrbGfZKuvvOBaUKISCFEO+AhVVlXfAA8YnMeErY6tvNQBpRvthg4LYSIAZ5xl1lKeQRIRvk9\ng4QQZ6MIZzufA1cIIS4WQvgLIUKEECPVzhMWjZtGK5Rs3I9ifjuBotV8gWLvdsVPwA8oA7NHgBJ0\n5j0p5TqgCtgipTysOjUI2CCEKEAZdJ4opUzzzWNY/M25H8VcdQKYDXxci2t1AZYBBSgD/m9LKVea\n5HsOpfHeAewEttjSkFL+AMwEVqCYAtfbyti/rQeAQuAQsBaYizIO5RIp5VfANFvefGARilODJ2YA\noSga2u/Aj16UuRk4G8WB4Tlgnr3uUsqjwFXAkyid06PAozT+ts7Cht1r50+BEOJFoIWUssY9Tdt1\nlgNzpZQf+KZmFhZ/XoQQPYBdQLCUsqKh61NdhDJ9Y6+U0q2WZfHnoFH3HoQQ3YUQfWzmgMHAeOCb\nWl5zENAfpXdlYfG3RAhxjc381RR4EVj8ZxFIQohBQpnH5SeEuARFM1rU0PWy8A2NWiih2JsXopgS\n5qO4xn5b04sJIT5BMX38S0qZ75MaWlj8ObkLxbx1EGVM6h5PBYQQ7wohCky2d+u6sjpaoLiKF6CY\nIe+RUm6t5zpY1BF/KvOdhYWFhcVfm8auKVlYWFhY/I3wRRBTg6q1evVqfvrpJ03ao48+SpMmTby+\naFVVFTt37uTw4cOcOXMGPz8/YmJi6NatGx07dkTxiHVNbm4uhw8fprCwECklYWFhxMfHk5CQQECA\n87E3b97sdZ30DBgwgEOHDmnSmjRpQkyM0ekoPz+f7OxsTVrHjh3dP4Rv0fyf3n77bdauda6ecOWV\nVzJ27FivL5acnMySJUtIT08nICCAbt26MXr0aLp06QLATz/BJ59oywQHQ/PmkJgISUnQuzeY/Rs9\n/GtdIiUe3wvzcubWgsLCQj766CNSU1MpKioiISGBESNGcP755xMYGOi6wmbX8yYP5vU31G/tWnj7\nbefxE09Anz7aPP/7H2zY4Dy+7DL4xz+8u74Jv//+OzNnznQcd+zYkeeee86Q7/XXX2fTpk2O45tv\nvplVq1aRnp7uSOvXrx+PPvqooeyTTz7J4cOHAQgODubee+/l9ddfd1mnqKgoEhMTufXWW4mOjnZb\n//Lycj799FO2bNlCeXk5Xbt25c477zSW27oVXn7Z1Q2hf38YO1bZd4OUkk2bNrFgwQIyMzPx9/en\nWbNm9OjRg6FDh9K5c2fN/6Im7y3ASy+9xNatiuUyKSmJxx57zDTf0qVL+fxzxas/KCiIJ598ksmT\nJwPw8ssv06qVMjd69uzZ/Pzzz8TFxWn+3//+97/JzMzk2muvJTs7mzVr1jjOTZ8+nbZtjVPvHnjg\nAXJzcwEIDw/n/fff9+4hfRAWwsDTTz8tBwwYoNnWrVtnltVAZWWlTE5Ols8++6ycMGGC6fbMM8/I\nrVu3mpbPy8uTv/76q3zvvfdMt9mzZ8tNmzbJ8vJyKaWUycnJNd7Myh89etS0XtnZ2Wbl6zN8h4aB\nAwdKFEElAXn11Vd79f85cOCAHDNmjKaservuuutkenq6nDlTSqXldb0NHCjl9u3Ge3gq52pTyprX\ny92mp6qqSn755ZeydevWpvnbtGkjP/nkE1lVVWVeYTO8yeOi/gY++0x7rZ9+0p5PTZUyIMB5PihI\nyrQ0769vwrx58zRlwsPDZUVFhSFf165dNfleeeUVmZiYqEmLioqSpaWlhrL9+vVz5AkLC5MLFy70\n6v8XGRkpH330UdNrSinlzz//LHv27Gko16xZMzlr1iztcyxZ4vlFCwuTcvJkKe3/fx2rV6+WAwYM\ncFvn9u3by2nTpjnK1OS9BeTDDz/s2O/cubPL/99dd93lyNevXz+5d+9ex/GaNWsc+W666SYJyIiI\nCE35Jk2aSEDOmDFDzp07V1OHl19+2XC/PXv2aPLcdNNNUjZkmKGUlBRD2p49ezyWO3XqFNOmTWPW\nrFkcO+Z6AnlGRgbvvPMOO3bs0KTv3buXefPmceDAAZdlS0tL2bJlC6tWrfJYn78qFRUV7Ny5U5O2\nbds2j+XefvttevTowfz5813mWbBgAZdeeqlX9UhOhpEjYft2r7LXC5WVlVx77bWMHTtW07tXc/To\nUf75z3/y9ddf13PtvOSJJ6BC5Uj34IPQvr1Pb1FYWEhqaqom7cyZM+zbt89j2by8PFasWOGzuuTn\n5/Pyyy8zbtw4g9b3+eefc9FFF5m2P9nZ2UyYMIGHHnqoejcsKoLJk+G99wynNm3axEUXXeTRAnP4\n8GFmz55dvfuakJSU5Ng/ePAgBQUFpvm2qz6ypKQk4uPjHcdZWVmO/cxMJbpVQUEBRUVKJKeysjJO\nnz4NQHx8PFdccQWhoaGOMl999ZXhfvq0G2+80etn8rlQKigo4MgRY2iv3bt3uy1XWFjIzJkzXTYE\nZpSXlzv209PTWbNmDVVVVV6Vraj4U3i/1gmpqamUlmrnIB8+fNjx4pnx/fffc//992t+c1eUlJR4\nXZdTp+DSS5W/jYEpU6awaJF33sXVec56Y80a+EY1a6JpU3jyyTq5VXJysua4OqZwb3/j6rBgwQJN\nY3js2DEmTJjgsdzMmTP5+eefq3/Dl14yJN111131+l6ohZKU0tDZBOdQiLpMdHQ0QUFBgFMQgVZA\n2ffVac2bNyciIoIrrnAG0di4caOhzVf/H6Kjo7nkkku8fiafC6W9e/ea2qj37Nnj1na9cOFCjh8/\n7vK8OyorK1mzZo1XtnEL11rRdhcqS1FRERMmTKiz3zcjA55/vk4uXS3++OMPXnjhhYauRs2REh55\nRJs2aZIimOoAvVDSH7vj22+/9boDWR0+UQ1kTp8+neLiYsdxZGQkL730Eu+8845hDMQ+vlIt0tKU\nzcaBAwcc4zv1Rbdu3QgOdiyTZbAeARw6dIjCwkLHcVJSEkIImjdvDmiFkpmAUqfZy+jHn9VWg5SU\nFHbt2uU4vuaaazR19ITPV2t1pRHl5uaSnZ3teCg1R44cYd26dYb04OBgLr30UoYMGUJISAg5OTls\n376d5cuXa37klJQU8vON0466d+9Onz59CAsLo6ioiPT0dHbv3s2ZM2cceQYMGGBaX32vz1W+PyOu\nhNK2bds499xzDelvvPGGocPg5+fHxIkTmThxIlFRUaSkpDB79mw+/PBD02vfdhsMHAgnTsBHH4G+\n//Huu/Cf/4CJjwiAK78Ar/BWmL788ssGTXDAgAHMmDGD3r17k5WVxZIlS3jllVdq3IGqU+bPh40b\nnccdO8K999bZ7WojlDIyMti4cSNDhgyp1j03bdqEEILy8nKWLl3KCy+8oLF6rFy5ktLSUoKCgjRm\n5sjISJKTk+natSsAY8aMYejQoQ4T5Pr16zl+/LgjjLqDiy+GadOgoACWLIFXXtGeX74cxo8HFGuC\nmoCAAKZNm8Z1111H8+bNycnJYf369cyfP5/Fixdr8pq9o3rnB1fvca9evRztlVnHUi+o+vbtCyim\nuPT0dIfwqaysJCcnx5HPTFOym/0uvfRSIiMjHe3u/PnzefjhhwGj6a46DlRQB0JJPZ4UHh6uER57\n9uwxFUobNmww/OBxcXEGj702bdrQpk0bzjvvPD799FNHepqqtwJKg3nZZZeRkOB8xYKCgmjSpAk9\ne/Zkx44dmh/674ZaKKlfLFfCSv+S+fv7s2zZMkaOHOlIGzp0KEOHDuW2224z9awaNQpuvlnZf+IJ\nRQC98YbzfEGBYnWyfd8Ngr5RGTduHJ9++in+/soqCtHR0fz73//mjjvu4J57PM41rV9KS5UfVc0L\nL4DNRFN8x2BMAAAgAElEQVQXbN26lYqKCoc3q9rrzhsWLVpUbaE0YMAAR2M9ZMgQpJQaL8CioiJ+\n++032rZtq/nG77//fodAAoiJiWHy5MncdNNNjrT169dzXUiI9oaxsWDvkJ57LuzcqbiW2lENN6xe\nvVpT9IEHHtB4w0VGRtKhQwfGjRvH/v37ec9kTKomJCUlOYSSmaakFlQdOnRweBzqNaWcnByklPj7\n+1NZWelIt/+1e0ADhISEcM011zjaYbsJr127dpr2Ii4ujvPPP79az+Nz8516QPGcc87RqG2utCgz\nx4jx48e7dCEPDw/nrrvuomvXrlRWVhoETJ8+fTQCSY2fnx9JSUkMHz7c47P8FZFSaoTPNddc49g3\nE0pnzpwxmCQmTpyoEUhqhg4d6nG8IDwcZsyA887TputkQr1y4sQJTecmPDycN9980yGQ1ERGRvLZ\nZ59x8cUX12cV3fPWWxpTEmedBTfcUCe3CgtTVo0oKSlxfO85OTkOd+7w8HCvrvPNN9/U2iR8663G\nhQMOHDjAb7/9pkm76qqrDPmuuOIKjTayfv16Qx4DI0Zoj1XmQbv7s53Bgwe7vEyXLl14Ra911RD1\nuNKOHTsMZlG1oFLntWs9dqFjb0ftwltvvmvWrJnme9A7L3z99dfs3btXY7q7/vrrtdMnvMCnQunU\nqVMas0ZiYqJj3gqYe+DpywCOuUju8PPzIzIykqysLCortZH7e/Xq5bGu9g/r78bx48c1Krq6p7h7\n927Kyso0+deuXWt4yR988EG392jWrJnHevj5KRqTGl1Hs17RN0g33HADTd2Mxaht8g3OyZMwdao2\n7dVXaz7hywP9+vVz7NtNdmpzd//+/V2WDQwMxM9PaXb27dvH3r17a1UXs/kxeXl5BqGUmJhoyBce\nHq5pZ7wSSvp3QtVx1rdD+jmMdYVa0OTn5zs6B3b0nnd27O+v3kzXu3dvwCis9O/7qFGjNHMyv/rq\nq1p53dnxqVDSC51u3brRrVs3x3FKSoqhZ2SmJanLeCIjI0NzHB0d/bcVON6g1obi4uIYOXKko5Eo\nLy83/D9WrlypOW7Tpg3t2rXzSV2GDQO1IpKbq2wNgb4RO+ussxqmIjXhhRdA7Tl5zTXKj1tHxMbG\n0qFDB8AplOymu+DgYFMBYCc8PJxhqrp9802t4iuberoFBgZqtN62bdsSERFhyAfQs2dPx76Z17AB\nvZtoXJxjNzY2VnPqxRdfZO7cuXXu6dtHN3FarRnl5eVpfgt3mpL9r10o6TUltRs5KEMi1113neN4\nw4YNzJo1y3HcsmVLRug1Sy+oU6HUpUsXjYDJy8szzD8ym9fQubP3C76qPUPAu1763xm1UOrduzch\nISEabVZvwtP3Ht2ZJKpLeLgS3UHN/v3meYVwv7lDCOF2A6Nji7vevkeqW8Haoh5HCAiA6XW/yOrA\ngQMBp1Cy/01KSvJorlGbjGvrGm42sB8dHa2ZrxOnEhx61OdczfHRoNemVGNiQ4cO1ZzKy8vj5ptv\npnXr1txxxx188803Gm9AXxEVFUWnTs5Ff9W/id5F3Ewo5eXlUVJS4hBC9k6FXliZWQb0TgzqKT1j\nxowxNX97os6EUps2bYiIiDBoPfpxJTOvuer0xPXzbfQvoJSSkpIS002vbv8d0Asl9V/9eTDaydUv\ntS+wOQI5UDlG1iundD1gfW//5MmT5OTkaLaTJ0/WZxW94+67QTWgX1cMGjQIUBrAsrIyh1Cyp7vj\n6quvduxv2rSpWnMT1VRUVPC8yVyCs846S6NBBblx9lCfMxUYeXlKT2nrVnj2WVi61HmufXtNr8rV\ngH5mZiYffvgh1157LfHx8UydOtXQbtUW9XepFkpqralp06a0aeNcOV4tZLKyshzCp3Xr1sTExBjM\nenpNCeDcc881TYfqe93Z8Zn3nZRSI5Tswqhz584Obw5QBJd6gFj/IgQEBBCi94Bxg96FV/8CFhcX\nO2I+6bnsssto3frvtUqyK6Fkn2egd2rIy8vTHFcnfqE36C/nTWe1LlD3kv39/Q0m4F69ehlMxQkJ\nCW4jjzQIeg+8OsKuKZWVlfHLL784foeBAwd6nETboUMH+vbt62g8v/32W+677z6v7vvQQw85XMJ/\n/PFHQ/SWNm3a0K1bN83/Tz9OqkYtvEzbnSVLlM2MKVM0WvCAAQMYPny4Jqaknvz8fCZNmsTnn3/O\nt99+S/fu3V3mrQ5JSUksWLAA0Aoi/XiS2rFDLUwyMzM1Y0fx8fFeaUr+/v6MGTOGN9SutCiKRU1N\n4D7TlLKysjS9artQCg4Opr0qxIl+zEIvVKqr7um1Hfv4iIWR/Px8zUdsdwhRO4Zs27ZNM+6n79G5\n63XWBP3lfNyB9Br1cwYGBtY4QGaDUweREsxQmzfffde5nJJdWHlCrS1VZ1xpxowZvP7667z55pum\n4cQuuugihBCaMSR9Z0KN2slKPybklqlT4ZZbNElCCObMmeMYb3PHvn37GD16tM+iP6idTw4ePOiw\nQLnyvAOjUFILn/j4eHJycigvL3cEknalEZk5M9x44401/oZ81oKbOTmY7aekpGgEib53UlZWVi03\nUXXEbzAKKQsnevu73USlNt+dOXNGM+CrHyC2x8PyFfrLuRiPrnPUbswlJSV/3uggkyeDiUnc10RH\nRztch+3zu8LDw73u+avHlVauXGkwn9aEoKAgxxw5tQNDRkaGyxBa6uGEHj16eHej5s3hootMT7Vt\n25bt27d7NY/t4MGDfPnll97d0wN6gbNz506qqqrcCqXY2FiH4MjKyiIrK4vIyEhCQ0Np3rw5UkpS\nU1Md3reuvE3PPvtsjVkQam66gwYQSsXFxRqXRXVgP1DMgO5isOnRD6r6utH8K6E23XXo0IHIyEhA\nWYZA/X/QT65V4+tIBnrrlyuh5Cl0szs8RSVW7qu9sdptvtpUt4K+JDvb9dILPsY+fmT/Dfv37++1\npaNPnz4OC0plZSVLXJnIvEQIwfvvv+9oa/ROB2Yx4XJycjTvs9emtKwsuPJKlwEbIyMjefvtt0lL\nS+O5555z6zTz66+/endPDyQkJGjG03fs2EFaWpohvJCagIAARxm7+c6uDdn/qn83V0LJz8+PCy+8\n0HEcFxdXq7HnOhFK4eHhHDlyhC1btrBlyxZDr1Od18wzpjr+/fpGU79mUXBwMKNHj2b06NGmcxpq\ni95c6EpTawwanFrYNGvWjNWrV7N69WrWrVtHy5YtTfPpnU6qO2vfE/rLNdTUH/t6Mnb0Dh9ff/01\nK1as4CIXPeQGRdcA8+qrxjhOdYDeVOet6Q4UIeILLzx/f3/GjRtHcnKyZiLt2WefrclnFtl+7ty5\nmmPTUGJ9+iimumuv1aZnZmrXtDKhffv2PPXUU2zevJndu3czbtw4Qx59FIiaIoQwODuoLSNBQUGm\nQlcd1SEzM9NxbCaUXJnvAE2QhKCgoFqZv30ilKSUmrGiwsJCJkyY4NhmzJihya8WSmo12467pSf0\ntGjRQnOcnZ2tEYL+/v4kJCSQkJBQJ/OXvBVKjSEqubqh3bhxI+eee65jU3cE1Pn0sfA2b97sMwF7\n7JgSjNWOEFCN2QA+RR/uRi+Uhg4dysiRIw3vW6Pg4YdB3WAUFcEzz9T5bWsjlEA7rvTjjz965S79\n3XffsXjxYhYvXszq1atJT09nzpw5Bm2kZcuWmrGd9957j2XLljmOt2/fzlTVhOOgoCDzJVd69YKn\nn4YFC0C/xMX773utBffs2ZPPP/+ca3XCTT+lpTboIzuohVJiYqLpeLBd0Bw8eJCSkpIaaUq+xidC\nKT093eCl5Q61UOratathXGjHjh1eN3zqHj4o5sH6dNXV/6Ndefro02viv18bysvLNeE/3KFukPXh\nhPLz8916F1WHhQu1x507QzUcL32Kvmfty/V+6pyICMVdWc1HH4GH5WJqS79+/TSdsuoKpWHDhjks\nJUVFRV5Fd7BbPUaPHs2IESPcdhLuuOMOx355eTkXXXQRN910E3feeSdnnXWWxkR78803u43gASjC\nSf29HzliVPXdIIQwLOFQUVHhs/FLvVBSf8euzGl64WMXPPa/9vSoqKhqeUXXBp8IJU9rJenZt2+f\nw+suKCjIMFk2JyfH4yJ82dnZHD58mCZNmhh+rM2bN9fbQLV+LKKwsNCgFUkpDULb2/hgvsJsDSVX\nHDlyxDHw3K9fP4OJ9Nlnn3W77IA+ArIZmZnG5Soa0jI2cOBATUfhxx9/9FqINwrGjwe1eaaqyhjH\nyceEh4c7LB3R0dHVmvQOSsfsyiuvrIuqAUpAVLVZVkrJl19+yQcffKD5Fpo3b850byYcN22qLP6l\n5ttvHbsvv/wyW7ZscXsJ/bzM6Ohon3l6qgVPQUGBRjN0JZTswsfu3KQ33+nT6wOfCCVvVpVVU15e\nrjHRmZnwvv76a1avXm1o/KSUbNy4kenTp5Obm4sQwqAtHT58mE2bNtWLycxMuGRkZDiEopSSnJwc\nQ11chT2pK7xZWVaNXfUPCAgwhApZsWIFDz74oMGppLCwkIkTJzpC2Lti6VIlruWJE9r00aOrVUWf\nEh4eblgwbdy4cdUyJTcoAQHw4ovatCVLQBcmytfYtaMBAwbUaDqGelzJ10RGRrJw4UK335qfnx+z\nZ8/2vtHVB3ZVTabdtWsXZ511Fvfdd5/phODS0lLNek9QvZBqntCvraT+Pj1pSvpjV+n1gU8mz6rH\nk8LCwhht0rrk5uZqPE327NnjcMEcNmwYP/30k8ZTpLKykjlz5rBq1SoGDx5McHAwubm57NixgxO6\n1iwxMdGwfMW2bds4dOgQ3bp1IyQkhDNnzhgCFfoCsxc+KyuLgoICIiIiKC4uNo1a0ZBCqUWLFlx/\n/fWGPJ9++qlDo9u2bZvDdHf//fezVD2THXjrrbdYunQpEyZMIDIykr179zJ//nyysrI0YYvsTJ2q\nrJmUkQEHDxrr1727e03Jm85kbZXj2267TTPxc+fOnfTp04f777+fzp07k5aWVmsvsTrliivgnHO0\nkW0ffRQ2bFAi4LrAm576vHnzTNOfeOIJrrrqqhrHQxw1apRhiRtfMnjwYPbv389///tfPvzwQ4MF\nZfr06eZjSa7Qr6C6bZsyOGrTyCoqKnj77bd57733OPfccxkxYoRjIuqcOXMMnZzqrMjqiYCAAHr3\n7m26rlVffegUG3phrDffucpXl9RaKFVWVmpswYmJiZo1ROycPHnSIJTswfwiIiK49tpr+eyzzwzl\n0tPTPYYhSUhIoHXr1oZ8eXl5PvcW0xMUFERERIQhblZRUZFL9/SgoKB6N9+phdKoUaMMM7BB+Z8s\nX77ckP+SSy7hggsuMLivpqWl8R8vIwikpiqbK556ym27WS+MHz+eadOmaTo9xcXFvFxPLta1RgjF\nHVw9kz45WVn8rxbzRtyhD7pcXUJCQrj00ks1K5f6mhYtWvD+++/zyCOPsG3bNpYsWeKI8mJfnM5r\nLa9lS+jfH9Rmuh9+ANX4FSjt4vLlyx3fkyt8vfxJUlKSQSip11DS40ojCgsL07Rr9akp1boZSEtL\n03jNuPL1j4mJ0Uhbvclv2LBhnKdfYKcajBw5ssGig1c3VFGrVq3qPfKEWXghPa5i4Akh+Oyzzwxu\n077iyiudCwA2JKGhocyePbuhq1E7Bg+GMWO0aU8+2XChMrxA7YVXl3Tr1o0bb7yRd99917HeWnJy\nssE13COXXaY91lkRvGXQoEHVdg7xhJmZzt2cIb2wUbfR6nN/qjEld5Nm9ajPHTp0SBNiQwjBmDFj\nuPrqq70SLlFRUZofKiwsjMsuu8yrH8/f35/Bgwe7XAiwuoSHh9O+fXuvzCAtW7bUrEFSX6hDQHkj\nlPbs2aPxGGzZsiU///yzV4sj6icuuuPCC2HevLoPpO0tF198MR988AFRUVFu87Vq1Yo5c+bUU62q\nyfPPg3pSeVoavPNOw9XHA5dffrnBA7cuCQ8P1wRy/c9//lO9Sfd6ofTLL1BWxpAhQ7zuGLdu3Zo5\nc+b43Au3ukJJ316qBZGr/bqm1kJJH8vO3axo9Tm92Q+UQcdLL72U559/nquvvtrUxBUbG8tVV13F\nlClTDKEtYmJiuOqqq7jgggsMHmOgmAn79u3L2LFjSUpK8qm2EhsbS69evYiPjzdcVwhBbGwsiYmJ\nPhOEtcEboVReXm7wquzZsyerV6/m22+/NQ3JMnjwYBYsWMDHH3/s9v7+/sr0j9dfV1abbSg3cFeM\nHz+evXv3mk527NixIy+88AIpKSkuV99tcDp1gnvv1aZNnapdc6kR0aRJk1pZSWrCLbfc4pjblJ6e\nzquvvup94cGDQd2xLCiANWu45557OHLkCK+//jrDhg0zXcKjU6dOTJs2jc2bN5uOvdaWPn36GDrH\n3mpKAQEBmoDLDaUpiT9tjC8LCwsLi78cVkhtCwsLC4tGgyWULCwsLCwaDZZQsrCwsLBoNFhCycLC\nwsKi0WAJJQsLCwuLRoMllCwsLCwsGg2WULKwsLCwaDRYQsnCwsLCotFgCSULCwsLi0aDJZQsLCws\nLBoNllCysLCwsGg0WELJwsLCwqLRYAklCwsLC4tGgyWULCwsLCwaDZZQsrDwEUKI24QQa+vguoeF\nEKN8fd1q3P85IUSOEOKE59wWFrXDEkoWFtXEJiTaN3Q96gMhRBvgYaCnlLJFQ9enPhBCjBRCrGzo\nevxdsYSShYWFO9oBuVLKrIauiB2hYLVdf1Gsf6yFRQ0RQsQKIb4TQuQJITYCnXTnpRDiXiHEfiFE\nvhBiqhCikxBiva3MfCFEkC1vnBBiiRDitBDipBBijVnDK4QIFkLMEEIct20zhBDBqvOPCSEybOfu\nsNWhs+1ctBDiUyFEthDiiBDiaXeNu81k+AuQIIQoEELMtmkR6bp8DvOiEGKy7bk+tT3zbiHEQFXe\nNkKIhbY65Aoh3rSl+wshXrWZCdOEEPfb6h5gO79SCDFNCLEOKAI6CiESbL//SSHEASHEnar7zBZC\nPKc61tTbVuf/CCH2CCFOCSE+FkKEuP2HW9QLllCysKgmUsr2UsrDwFtACdASuN226bkEGAAMAR4D\nZgE3A22AXsBNtnwPA+lAMyAeeBKQJtd7ynatJKAvMBh4GkAIcQnwEDAK6Aycqyv7BhANdLSduxX4\nPzfPuQy4FDgupYyQUt7mKq+OK4EvgSbAd4BD8ABLgCNAe6CVLR/AnbZ7JQH9gatNrnsLMAGItF3j\nC5TfLAG4HnheCHGBl3UE5f9wMUpnoiu231FKuVJKObIa17HwIZZQsrCoAbYG9jpgkpSyUEq5C/jE\nJOuLUso8KeVuYBfws5TykJTyDPAD0M+WrxxFuLWTUpZLKddIKc2E0s3AFClllpQyG3gWpbEGGAN8\nLKXcLaUssp1T1/dG4D9SynybUH1VVdaXrJVSLpVSVgKfoQhPUARoAvCo7TcrkVLaHUPGAP+TUqZL\nKU8B002uO9v2bBVAC2A48LjtOtuAD6r5PG9KKY9KKU8C03B2ECwaEEsoWVjUjGZAAHBUlXbEJF+m\nar/Y5DjCtv8ycAD4WQhxSAjxhIv7Jujuc8SWZj+nro96Pw4IMinbysV9aoPaS68ICLGZ4doAR2xC\nRY+7upulJQAnpZT5qrTqPo/+f5fgKqNF/WEJJQuLmpENVKA0tHba1vRiNu3lYSllR+AK4CEXpqjj\nKM4H6nset+1nAK1V59R1y0HRxvRlj1WzqoVAmP3ApoE187LsUaCtfZxIh7u621FrjseBGCFEpCpN\n/TyaeqJoVnr0/7vjJnks6hlLKFlY1ACbaWohMFkIESaE6An8s6bXE0KMFkJ0FkIIIA+otG16vgCe\nFkI0E0LEAZOAz23n5gP/J4ToIYQIs51T13c+ME0IESmEaIcy/vQ51WMfiuZzuRAiEGUcJthDGTsb\nUYTPdCFEuBAiRAgxTFX3iUKIVkKIJsDj7i4kpTwK/Aa8YLtOH2A8MMeWZRtwmRAiRgjRAviXyWXu\nE0K0FkLEoIzhzfPyOSzqEEsoWVjUnPtRzG8ngNnAx7W4VhdgGVAArAfellKuNMn3HJAM7AB2Alts\naUgpfwBmAitQTIHrbWVKbX8fQNEgDgFrgbnAR9WppG0s7F6U8Ztjtuuluy3kLFuJogV2Bv6wlbvR\ndvp94Gfbc20FlqJoomaC2c5NKA4Tx4FvgGeklL/Yzn0GbAcO265rJnDm2s4dsm3PmeSxqGeE+Viq\nhYXFnx0hRA8U54pgF+M4jRYhxKXAu1LKdh4z1+z6h4E7bB6GFo0IS1OysPgLIYS4RggRJIRoCrwI\nLP4zCCQhRKgQ4jIhRIAQohXwDIr2Y/E3wxJKFhZ/Le5CccI4iGL6usdTASHEu7bJsfrt3bqurLoa\nKC7sp1DMdymoxsQs/j5Y5jsLCwsLi0aDpSlZWFhYWDQaLKFkYWFhYdFoMJvEZvHXRGOnLZuxnqr9\nJx3HfoNaEXRbkuerVJbDlg9h5WQozNSei2rD/7N33vFRVen/f59pKZNOOj30TmiKKNIEwYKCHXXx\n66KLa91V9+u6q2Jd17L6dW2rrl3XQlFR1BVELKDUUEKHUENCSO9Tzu+PO+XemTvJJCQh/nLfr9e8\nMufcc+89d2ZyP/d5znOew7i7YfR8Kt94i7K/hh4SEAkJ2K+4nNjbb8MUG6vZdqSz3rzJxul85BCP\njI1pvGEA966uDKpzn6jGuTAXd07ANZoEphEZWGb0wZSmnOusK7VzLr9/PzgxQDhtADp9HBdUd+KS\nck35q++refiFUl/5qXuSGDPUn0u0otLNFXcUUF7p/8qfv78TQ/tHhHV8PZYcWsT1P8/1lZMjktlx\n/l6UaVV+Ji0/m5ySjb7yg0MfIfmu3pTs8Z8jJj2aOd+cH7Tvx5d8RdF25bosUWbSP4ngN6vnNNq3\nM5LHcUu/25iaca7u9priWn55dgvbF+7T/Bd0HZfO2LuHk9Q73lf304Za/vREsc5R/Azrb2PurFhG\nDQkxPauyAH58Ajb+G2pLgrfHZkKvqTD0asjyzI9+QAS3C4M/Xngbb+xTovoHxw/hu3N+1G3315w/\n88LufwKQFZPF533e5ZWrTwNg7qsr6TxIyZn76YM3sGXZe0TFJfGHrw769n9mRk+qSo4z6fcPY7Za\n+e8z/mlkF/zlZYaep/2eKosL+L8L+iDdbgB6jDybOf/8PKyLNCylDoiUEvdh7Y1IHmn8xsTBn+CF\nwfD5/GBBAig/BMtugf/o5dIM6ENpKZUvvUzRJZfhLi1ttH1b4lyxn/qHvgsWJAC3xL3uKPWPfY97\n94m271wYvPVJhUaQxo+OZGj/cOe3hkdRXRFHa7TJIOpcdeSWbm1038pj1RRt17lZN5Ofin7kyh8v\n47mdzwZtO55bzPszvmD7x/uC0tse+vEYH836il2f5jXpfDk76rnz8RNszK0L3liRD6+Ng9VP6QsS\nQMVR2PQGLG00BqVRBscP8b3fWb6Dene9brttZdt874ckDMOe6E/CUVXsX5WkquQ4ADXlxbicDgDc\nLhfVZcpv3Z6UyoBJs0D1QLF9RXCQ5M6Vn/oECWDgOZeEfU2GKHVEimugRhslLI9VIh0NzFM8sRve\nOx9O7Gr8+EU7w+6KY+tWTvzmOqSzfUQtuzbl41yYCw53ww0dbmRxTdt0qgkcLXSy8MsqX9lshhuv\nDLaOWoKNKosIYFvZVhzSEda++79panajxnlwy/1sLN7gKzuqnXx9+0/UV4Tuk3RJvntgHSX7wngo\nU+FywYvv6ezzxc1QsrdJxzoZBif4RckhHeyp2B3URkrJtrIt/n3ihxAV3wlhUm7/1R4hAq1AVZcU\nAVBTdsInMPbEFGJTMuiefaav3b5fllNboX2wVAuVyWyh34QLw74mQ5Q6IIFWklIpkfnBbixlmxsW\nzgn95HeS1K9bR9U77zbesJWRtU4c721pvGE75pUPKnCo9H3mZDvdMlrHS78pQJQCyw2Rt6LlRcmN\nm5f2vOAr5364h4ojVZo23cZn0Gt6V0wW/5O+q87F+he20VR27HNQVqF6eKkqgu1tO7VqYPwgBP5r\n2Voa/PstrCukqK7IVx6SMAST2Ux0fCcgUIhUAuV5r95uT0pVzjvFb/m4nQ52ff+Ff7/iQg5u/MFX\n7nnaZN+5wsEYU+qASD1RAtyHyzB1iw/ekPsRHF0bXJ8xEk67BSLi4Ph22Pw2FO3QPbY1OxtzZibu\n44XUr10HAVMRKl94EfucqxBWa5Ovp6VwfX8AqgKeqiPMWM7phciMRVbW495SiHtrgf5KR6eY7Xvr\n+eYnv/VmjxLMnd30MbZw2VSyIaAcvigV7y6j7EAF8d1jG2+sYsGQhxFC4HA7+ObY16wu+kmzfVXB\nStzSjUmYyP1QZbEImPL3sfSeoeTMLcgp4vPfraK+XPm+9351iPEPjCKQPj2sTB0XRU2tZE1OLbl7\n/L8PKWFjbh0TTotSKvZ8SdAPo/d0GDgb7KlQXQSHVsOOJVB9nJbAbrHTK7a3z0LaVhbsPt0WIFSD\nE4Yq+yalUlVynKqSQs/1SJ8QgV+Mqor9ddEet1//iTP58qk/IF2Kd2X7isUMnXEVADsCXHeDpoTv\nugNDlDokbvX4kUmAW/lHCiVWrH8luG7iQ3DWPWAyK+UBFytBDqufhk3BKeBi/uc6omddDED95s2U\n3vtXHBv8NzXXkSPULl9O1Ln6g9Wdj+itZBAeeoEMerjWaoMRRNc4bDeOQiRG+SvHdcN9oBTHWznN\n7k9rIKXk+Xe039+cC2NIjDO32jk3lWxESukLWNgYIFKNsX/FEYZf179J+/y+7y2+893W7w7m/Xwd\niw8v8m0vrCskt2wbvVx9KDvg/977XtDdJ0gAacOSGXHDQNY8qXyP0i0p3HICIhI05+vR2cIV5yvC\nfs3FMVx/z3H2HfKbogeOqMzSvV9rOztgFlz2sWb8hezrYMZzsPld5SHOywM6TzmBwQ96bYAh8UMa\nFrD8clEAACAASURBVCXVeFJyRDLpkUrCdHtSKuzd5hOi2opS3E6/6HqtJrVQ2ROTAYhOSKbn6Ens\nW6OkGtz38zfUVpQSGZvA9hX+78Nsi6Dv+PN0+x0Kw33XAVGLj6l/su+9rlvPWQ+HtE+j9LsQxt/r\nFyQvZguceTfMbDjHp23oUJLffxdzjx6a+tpvlofV/9ZA1jqRR1XXL8A6N1srSB5M3ROw/fEMRJfW\nGatpDj+sryVnh3+QOzXJxGUzWsdKMgvley+pL+FgtbI8U7Wzmh1l2zXbG2P/N2HlcQ2JEIKb+t4S\nVJ9TmsOxHG0QSp/zewS163uBtu7YxoYDVyxmwVmjtCum19SphKIiYOWLfhdqBcl3oAgY8T9wzX+D\ntzUDr+UDsE0n0GRrwHiSV9S9Vo/XIvKKUFxaF029929kbCJmq813rIFTZvvee114ga673mOnEmFv\n2v+JIUodDFntQJ7wu3jMo/yhyfJIBdId8DR2dC04Awb0z7pX/5/NS9exjfbDFBND7G23aurqvv8h\nROvWx51XqvG8mAalYkoPfVMX0VZMnduHKDmd8NL7FZq6eZfHEWFrXphxYwyIG+h773XZbS3dghvF\nZTMwflDonVVdKsg5QfXxkwsW6RvXL6iuwlFGwcYiTV3ygISgdtHJkUQn+0WmIKcoqE0gifFawY2M\nUF1Q4P+Js7bhg5lbxlE1RBXsUFhXSGFtoWZ7ribyzi9g3vGhQPFJ6aV8f74xJY97z2sleek3/nyN\nSG1fsTjIdTewia47MESpw6EJ/baZMQ1O9ZdrncgT1dod8lZqy5EJ0Hl0i/Qlcop2DTvX4cO4q6tD\ntG5d5H5tEIepd9Ip6Udz+Ozbag4e9buR+nS3MPXMYAuvpegS3YVONmXgemOxIkobS9YDIBCaG18g\ntlgriVkeMZeQ9+3JraunZ5W5paR4b5mvHJkYQVRSZFA7gETVHKWSvY1H4NXVax/a4mNVt1BbwPjY\n6qehJK/RY54sgwM+b7ULr85Vx67ynaq2fgHzhoUHuunSeg1WygFjSl4R8xIZm0CvsVN95f2/LCdn\nqd8laY2y03ucvju+IYwxpQ6G2kUnMmIRdhskREKp8lQnD5dDit2/w4FV2gNkjm7YSmoC5qQkzF27\n4jrkHy9y7tuv27axCbUNjTk1NqH23tWViqWkQugFfIRJ4ETZ1uaHddon8pvmxGMytY6VpCAYnpjN\n8oJvfJaSNzy8b1w/7BZ7QzvTY0pnSv6l/A73rzjCwMt6NbsnByrzgupirbE4qvwibU8LLdDqbY7q\nxqcl5B3RBsL06Ky6hWaMgL1f+csndsFzfRU3Xv+LoPc0sIe7SG/4pEWmkRqRSmGdIiLbSrcyMW0S\nALsrduFUJYkfrGMpVZcV43Y6G7WUohOD+z5wymx2rVoKgMtRT/729b5tfc+cgS2q4d+CHoal1MHQ\njCd1Vp7sTJn+J7ygcaXygNDdzOAIpZPBOlT7lOcubng2fWshy7UTIduLa66pnD48InSmgRYkO2kE\nADmlm3BLt0+cshNHNLpvz0mdfe+PrCmgvjK8uU16vL7vtaC6/nH9carm4VkiQo9xqbc5a0KLkpSS\njbl1rFzjfwCIiRYM6et3X9FzYvCObgdsXwiLr4En0+GtcyBvVXC7k0RtAaktJfV4UqQpkt4xvX1l\nn+UjJVWlRT4Rik/vii06NsitF2gpAfQ5cwbWyOigemjahFk1hqXUwQi0lABEZizkKj/IoAi8eu1Y\nBTFpLdofc7J2/oKsrgrRspWpU92QBGDXhqbXP7MaWamdLS9iI7DddnobdC585l/VNmI63CM+5Y4y\nNpfm+KK/hidms7dyT4P7pgxOwp4WRVVBDW6Hm4Pf59N7ercG9/GyLP8LBEpI+H+PfcV7edrV3OOs\n8WQnjuSwdaWvzu0MPRFavU2Yg5/Rv/ulhotvqqOmVlJVo3XdzZxix6Ka70T38RDfHcoO6J9MumHf\nN8pr+FyY/n8Q0bSQ+FAMThjKigIlUEgtSrml/vGkAfEDsZj8t3y15VNdclwjPvbEFJ9bz/vXrmMp\n2aLs9DlzOrnfLNTUR8TEk3XalGZdi2EpdSCk043M94uMyAzDUqoPEAlLy45ViEitr1/WnJosCbJe\nlc3CYgrKy+YurELmV2pe7oLwQs3bkuPFDa0e3nIMT8z2vX9r3xtIT5SIuj4UQgh6qKyl/cvDj8K7\n5qcrufqnK7huzTVBggRwVsp4LCYL1mj/Q0VduX7qHYDaUv82W2zwHLl6BxSVuIME6fThEfz20gBB\nsUTARa+DKYy5dpvegI8uC5qv11zUwQ67ynf60g1tVQlU4FhfjMryqSou9ItPUopvDpN0uxu0lAAG\nTJ4dVNfv7Auw2JpnsRui1IGQxyrB5f8n8LrvhEqUKK3VWgTWABFy6eT7Opk+1QdYH5H6A9KtjbCq\nXDxON7/WdcZefK8cV2AEZSuQEZVBmme+y8cHPwTAIiwaN1JD9JzSxff+4Kp8XPUtI6Zzs64DICbD\n71KqOFKNs07/+CWqgIiEMCfyJiWY+NO8BK2V5KXnRJj3M6SFDvbwsedLz4Tbk2dwvP98Dulgd7mS\nDixXJUqB343aUlIm0RZhsUVii47FnpSC2+mgrOAQLkd9UHs1vcdOxRat/eyaE3XnxRClDoT7kP8f\nkFgbIlZ5khHpMcokWm87tbUUGFFU3bJJSN0l2qg3YW/6wGiLoB53kECIm1h7Z+9BJ19/3zbWpnf8\nqMqlWNMD4gcSZQ7Pks4YmUJEnDIe46hycuTnwkb2aJzrsq5nUrriMkrP9ruFpVtSuj84ss5Z66T8\nkN8TkJAVnigVl7r589PFOJ0hxD8jG+athYvegKwp0NC8rd1fhN7WBHrF9tJ89lvLtlBQW8DxOv/E\n1yHxWqG02CKIiFECeqqKC6kqLiQ6KQUhhM8qKtzjd//pue8ALBGR9B43zVe2RcfSY9TZzb4WY0yp\nA6EOBzdl+P8BhdWMSIlGFij/oPJwOXgn1dpToWi7/yDHwk8lEw6OzdoUKKZ4/ai31s7oIOw2TYIY\nebQCkZXoK1smZSHrnLhzjiGPVAQfQEU4S1e0JGnJZgqK/CL66oflTBob1WrzlLxkJ2bzZb7/phqO\n686L2Wqi+4QMdn2qjL80xYUXSJforszvcxM39PZn3U7P1t5AD36fT3L/xIC6Y5p5eUm94wmUrqR4\nEz27Wsg77OREqX/8afteB9/8VMO54/UH+bHYYPhvlFd1MWz7AFb/A4oDEqbu/zb8C20AszAzMH4Q\n64vXAcrcpNQIv7tNIBgQPzBoP3tSKnWVZT73XVK3PoDfKircu1XTNhSRsf55YLboGMyW5qcLM0Sp\nA6G2gNy7TlB78+f+jVLdTmVRdRsHB77zlw//rPjBWyAs3F1WhnPfPk2dJSvrpI/bHES3eNjhnzzp\nPlyOSS1KU5R+1Z+oblSU2pprL4rh2TfLqPcEsRUWu/loWSVXz2yZQfRQBIpQU0QJoMekLj5Ryltx\nVDORNRQ39bnZl4A0zhpH37j+zMg8TzOADxDfPYbIBJtvzGjzW7vod1FP7CmKNVFf5WDdC9rsB93O\nzmRrwGolIwdHcN/NidTVS/78VDG/bPa7rxd+VRValNREJ8Ho+TDsWvj3WdoHu1L9KRDNYUjCUJ8o\nbS3dQnKEX5izYrKItQb/HuyJyRQf3E15wSHqqsp91pBXgI7vVVlKSS0fzq6HIUodBCllcGRdCO+D\npl2PCfD9o/5yVYEy/yI5eCZ9U6n7UZu+yJSaGrTgX1thykpE7bBz55XA+O6npC9NJT3FzOxpdt5f\n6ndFvfNJJedPjCahFXPfDU/Shn83VZS6jkvHHGHGVeei5kQtdWWhAxK8PDj0kaAgFD2EEPSc0kVZ\nRwmoLa7j49lfMfrmwViiLax/MZeyPP/DRZcz0ojrbIcC/SwMETbBbXPjmfMHv5txxz4HRwucZKaF\neRu12ZWouy9VouSsbbGHPHUgQ27ZNlIiU1Xbhunu43PTecTHayHFBNR7x5raAmNMqYMgddZQCtm2\noMofjdb1DAh4CuWnpxo+QPG+hrcD0uGg4tn/09RFjD114dWmHto0NO6Nx4JCwNsz11wUS1yM/8ZW\nVSN5a3HrRgcmRyTTNVoJ5baZbA2nF9LBGm2h6xn+KQYNhW43h+wbBmK2+W9xNSfqWLVgPSv+9LNG\nkEwWE6fd0XhgQrcMC4P7aN1Sq9aqRGznZ1DXiBVttmnLttgWm4yuXvCvsK6QVYV+D0eoABR7oiI+\nJw4qbkWvGHnFylvvHWtqCwxR6iCEzACuh1v6Q8dtdug8Rrt9wyuw7SP9fXMXwYfBIaJqXIWFFP/+\nFhxbte6TyMmTQ+zR+ojYCESKyhVT78Lxny3IFr5RthaxdhPXXqx9kl383yqOFLTu4ole62hQ/GBs\nJlsjrYPpMblz442aSVxnO2f9dWSj7cbcNoSUgeGllRo/RhvIsXqTSpRyP4YXh8K2j5U1yAKREvYs\nC+xkWOcNh4HxgzCpbukFtcd874fE64tStMcl512Cwmspef96673i1RYY7rsOgiaizmpCpARHuclj\nlb5lLNyHyzF191gPQ+YEZwr/6DLIvRxOv01ZT6lohzL3YtdSSOoDAfenms8/x7lnD67CQmo+/QxZ\npZ3/JBISiDx3GqFoLM0QnFwwBIBpWDqub/xWnnvjMeoLfsAys78SCHKiBnmgrIEjnFouPsfOwq+q\nyC9UbiROF/zrP+UsuK3hG26njxufcPvaaW/o1s/pcTWZUZm+DA9NpfuEzgjTuuBEwC1E/1lZRHWK\nZPWTmyjdF2zFDLqiN8Pmhu+KHpsdwQuq9Sg376inqtqNPdojBqV58NGlkDwABl+hTKiNSYPKAtj4\nb9j5qfaAWec046r0ibZE0yu2N7srgleHDsyP5yVQbOwBlpK/XduMJ4EhSh0GTXqhgSnYbghOF1T3\n9x+RB0qD2jNyHqz5BxQHzNTf9oHyCoPaL7+i9suvQm6P+e31mE5VOLgHy6SeuFbmgco6kkcrcLyo\ns8BhO8RmFdxweRwLnvOH2a9YU8tl59UzqHfTrZhwOCdjGudkhH6YaIyoxAjSRyaTv7ZlFr3To/vZ\nmXQ5I51dn+zneG4JBRuLOLFLebioLatDNCFPYPdMCxkpZvKP+4V//bY6xo8OCIUv2g4r72/8gL2b\n/9npMSRhSJAopUSkkBapn4kllPhE2OMw2yJw1SuBHaHmKLUGhvuug6BJL5Sp/2TsnUwb2B6zFS56\nM9gf3kKYe/Yk5nc3tsqxm4KIj8Ryft9T3Y2TYtLpkfTP0o57vPhuebueDNxzcpfGG50kZquJAZf0\nYvx9ozj3+bMwe+al7V12iGObGl+ywosQgtOHazMVrN7YzAnlMRnQvfnzefQYHB9sEQ1OGBJyPCjQ\nAvJG2KnnKoE2+0NrY4hSR6HYP6FSnVZIjTqzgzxSrnWpdDsDZr2juOoaIyqx8TYezJ07k/z+u5ii\nWm+phaZgnpyF6bQwbpImgeXsHq3en6ZiMglumqP9jnJ21PPThpbNxNGSqFMOtQWxmXaNy+6nxzc2\nSbRPH64NXV+zqVbZPzJ4zaaQmKzKYpi2MELKm8AQnYAGPaHyEmgpRavCvtWCZVhKBq2K6BxClNT1\ndS5kUcDaRoMuhdv2wel36Of3skTCmFvCW1FTCCKnTSV58UIsXRsfL2orhElgu3YY1ptGI5L1bxim\nASnY7jwDy7TeuttPNdkDIzhjhPZp/sX3y3G62qe1FNfZrrsIX2uSfX1/37yows3F7F0W/njkiEE2\nbKqff1GJmz0HnHDuMzBnGfSbCeZQed+EMo507X+hT9PXGmoMvbEjPaHyopl7JATR8f6F/NTjTQ1N\nnG1pjDGlDoJ5Uk/fe70gBwBTl3hNO90IouhOcO7TcNotsPe/UH5IEajkfso/W7QyqG4dNJCYG+b5\n9xMCERGBKTkZa79+WAb0x9ypU/Dx2wnmQamY7u2Ee1M+8rhHnJOiMPdP1l0ivS3p0dnC5TP832F6\ncvC/8e/nxNM1XRtMcrSg+amTesX25qY+NwPQP25Ag23PTBmPVSh37WEJw4mZmUJ1kWKpWyL0bzkj\n5w8if71/XMlsNRMbY/ads6Wx2q1MeHgMh1crEWrVJ5QouoxUs+az7dsz+OErMsLE/KviOHbc/3nW\n1LmV0O4+5yqvugo4ug6O5UDNCSXyLiZNWVspofXmv6VGpnJ7vz9S7/Zbxqcnh14J2hYdy+lX3YaU\nbiwRkZjM/nltg6ddRqfuSoaH9H4Nh8z3HDUBa4Tyf2Gzn9x8JtGefc0GBgYGBh0Lw31nYGBgYNBu\nMETJwMDAwKDdYIiSgYGBgUG7wRAlAwMDA4N2gyFKBgYGBgbtBkOUDAwMDAzaDYYoGRgYGBi0GwxR\nMjAwMDBoNxiiZGBgYGDQbjBEycDAwMCg3WCIkoGBgYFBu8EQJQMDAwODdoMhSgYGBgYG7QZDlAwM\n2hghxBtCiIfb27F0jj1XCPFDM/d9QAjxTgPbtwkhJoRxnEohRFZz+mDw68QQJQODNkIIkSeE6HGq\n+9EekFIOklKuDKNdjJRyHzRdgIUQK8MRPoP2hSFKBgb/nyKEMBbxNPjVYYiSgcGpIVEI8bkQokII\n8bMQoheAEOJ5IcRT6oZCiM+EELd73mcLITZ49vsAiFS1myCEOCyE+JMQ4hjwuqd+nhBijxCiWAjx\nqRAiU7WPFELcKoTYJ4QoEkI8IYQwBZz/SSFEiRBivxBiuqo+03O8Ys/x56ElUgjxgaevG4QQw1T7\n5gkhpnjem4UQfxZC7PW0XS+E6KrqX28hxA3AHOBuj0vvMyHEXUKIhQF9fU4I8UyTvw2D9oOU0ngZ\nL+PVhi/gDaAYGANYgHeB/3i2jQGOAiZPORmoBtIAG3AAuAOwApcADuBhT9sJgBN4HIgAooBJQBEw\nwlP3HLBK1RcJfAskAd2AXcBvPdvmeo4/DzAD8z19865Y/R3wAoowDgeOA5M92x7w7HuJp693AvsB\nq2d7HjDF8/4uYAvQDxDAMKCTqn+9VZ/bw6q+ZwBVQIKnbAEKgZGn+js2Xs1/GZaSgcGpYZGU8hcp\npRNFlIYDSCl/AcqAyZ52VwArpZQFwOkoN/hnpJQOKeXHwNqA47qB+6WUdVLKGhTr4t9Syg1Syjrg\nHmBswNjW41LKYinlQeAZ4ErVtgNSyleklC7gTRQhSPNYMmcCf5JS1kopNwGvAteo9l0vpfxYSukA\nnkYRr9N1PovfAn+RUu6UCjlSyhONfYBSynxgFXCpp+pcoEhKub6xfQ3aL4YoGRicGo6p3lcDMary\nm8DVnvdXA2973mcCR6RUzAIPBwKOe1xKWasqZ6rbSCkrgRNAZ1WbQwHHy1SVff2UUlZ73sZ42hRL\nKSsC9tU9rpTSDRwOOLaXrsBenfpwCPVZGfxKMUTJwKD98Q4w0zMGMwBY4qnPBzoLIYSqbbeAfWVA\n+SjQ3VsQQtiBTsARVZuuAcc7GkYfjwJJQojYgH11j+sZp+oS4tiHgF5hnDPw2kD5bIYKIQYD56NY\nnQa/YgxRMjBoZ0gpD6O45d4GFnrccACrUcaMbhVCWIQQs1DGoBriPeA6IcRwIUQE8Cjws5QyT9Xm\nLiFEoscldxvwQRh9PAT8BDwmhIgUQgwFrkcrCiOFELM8UYC3A3XAGp3DvQo8JIToIxSGCiE66bQr\nADRzljxW4cee6/zF44I0+BVjiJKBQfvkTWAIKneUlLIemIUSgFACXA4sauggUsrlwF+BhSiWVi+U\ncSo1nwDrgU3A58BrYfbxSqAHivWzGGUs678Bx73c09drgFme8aVAngY+BL4Gyj3nj9Jp9xowUAhR\nKoRYoqoP+qwMfr0IrXvawMCgPSCEGI/ixuvhGY9prfNIoI+Uck9rnaO1EUJ0A3YA6VLK8lPdH4OT\nw7CUDAzaGUIIK4ob7dXWFKT/H/CMVf0BJaTeEKT/DzBmfBsYtCOEEAOAdUAOcN0p7k67xhO0UYAS\n9XfuKe6OQQthuO8MDAwMDNoNhvvOwMDAwKDdYIiSgYGBgUG7wRCljoNUvy54/wIpFgjfa/7S+TKw\nTajX1q1b5QUXXCDNZrP0JMyUiYmJ8uqrr5Y5OTkSkM89hxQi+GUyIbOykLNmIT//XEl3FXh8vf3C\neSn7iia/9K7R6XbKZ9c8K5P/nuz7jMwPmuXY18bKf63/l6x11vr7q/ocxQL944XTJlT/A9u88472\nur/+OqDvTuSAAdo2b70V/vH1Xh9++KFmn169eum2mzhxoqbdU089JQcP1vZlxAj9c4wY4W9jtyMX\nb18c9LkFvlKeSJEPrHxAFlYVhuy7lMj33kN27eo/flwc8m9/Q9bWatt+/nnDv7GuXZH33Yc8ejT0\nZ+Vyu+TSXUvljHdnSNMCk6a/PZ/tKecsmiPf3PSmLK0tDfn7CPd19dVX+z7rM888M2Sf7r//fl+7\njIwMuWHDBl9506ZNvnbz5s2TQgiZnp6u2b9r165SCCEfeeQRee+992q+4y+++CLofNXV1dJut/va\nDBkyJOxxIkOUOiibjm3Slgs2hWjpp6CggOuvv55hw4axdOlS3G5/YFhpaSnvvvsu2dnZLFiwIOQx\npIT9+2HxYjj/fLjhBnC3s/iyHw/+SPbL2dz+1e2cqPGnYHNLN2sOr+HGpTeS/XI2O4t2nsJehubV\nV2HHDn95+HC4+urQ7ZvDvn37KCkp0dS53W7Wr2887dzGjXAgMDlSMymqLmLBdwvo+WxPVuxfEbT9\n+HE46yyYMwcOH/bXV1TAPffAwIGwYUP45zt8GB56CEaNgry84O11zjpmfTiLC96/gGV7liEDklDk\nlebx3pb3mPvJXMa+Njb8E4dg+PDhvvebN2/W/E+qycnJ8b3Pzs4mNTXVVy4oKPC9LywsBOD48eO+\nY0kpffVpaWlccYV2mttHH30UdL4vvviC6upqXzlwn4YwRKkDUlRdxOHyw5q6zQWbcbldIfepqKhg\n6tSp/Pvf/w75wwflB/zuu+Fnenn1Vbj11rCbtzrbCrcx9Z2pbC3c2mC7HUU7+OXIL23Uq/CpqID7\n79fWPfEEmFrhPz1QgHbt2kVFRUWI1lqWLGm8TVOodlRz8QcXk1+R76tzu+HKK+HHH0Pvt38/XHQR\nnGg0/auW/Hy4447g+gXfLeDTnZ+GdYyG/t/CRS1KFRUVHAih9ps3b9bsoxYlr+CAX6DcbjcnPB9K\nWVkZ9fX1AKSmpjJ48GAGDhzo22fJkiW+7V4Cheryyy8P+5oMUeqA5BzLCaqrdlSzpzj0/Mn58+dr\nftgtyfPPw1dftcqhm4TL7eLKhVdS7ahuvHE75e9/B9U9hunTYcqU1jnXunXrGiw3REuLEkB5XTmP\n//i4r7x4MSxfrm2TmAjp6dq6Q4fgySebfr5ly6BWlfq2xlHDM2vadimnYcOGacpqi8hLeXk5+/fv\n95WHDx+OzWYjISEB0LeU1O/V29PS0hBCaCyf0tJSlqs+6OrqapYuXeorjxo1it69e4d9TYYodUAC\nXXeN1a9du1bX+omJiWHu3LnceuutnHPOOZjN5pDnjI2F5OTQT+wPPKC49k4lC7cvZEvhlqD6yT0n\nc/tpt3PVkKvoFKWXkq19cOQIPKVaHtBkUkSqtTgZUVq1CoqKmn7O8/qcx/l9z2dar2nE2mKDtn+5\n50vf+0Ch+d3v4OhR5fXkk9rf4j//CQEP+wBkZipu5gkTIC5Ou62uDn76yV9embeSGmeNpk1ydDJX\nD72aP5z+B64ddi19kvqEe6lhkZKSQufO/sTseqK0ZYv2N+21rtLS0gCt6Oi9V9d5LaxAy0dtGS1b\ntqzZrjswJs92SEKNH206tonLBweb2U/qPEbOmDGDl19+mS5duvjqDh48yPz589m9e3dQ+xdfVPz6\ndXXK+wULoLTUv33NGli9Gs44Q7/PJyNY4c7Fe2HtC5pycnQyr17wKjP7z/TV1bvqef6X5/nLt39p\nfodaib/+FWpU98TrroPBg1vvfIEitHZt4NJOoXG7YelSmDu3aef87MrP8CZJL6kpYeo7U1l31N+P\nnSd2cqD0AMnW7qi7M348vPACePOr//GPypjQP/+plCsrYZPOv8WECeB9HjtyRBlLOqZadGTtWpg0\nSXn/xe4vNPsOTx/O99d9T4wtRlO/6dgmnl79tMb9K+8P/o2KBUJT1msDisgcOaIkZ9fzZqiFym63\n06uXkpA9LS2NnTt3+iyiqqoqjZh469XWk1eU+vbty4gRI9jgGZBbsmQJL730EjabLch1d9lll+n2\nOxSGpdQBUVtE2enZ/nodsZJSsmKFdgB5yJAhLFq0SCNIAN26deOzzz7j1gYGiSIi4Pbb4Zdfgp88\nP/mkKVfRsjhcjqAxojdmvqERJACb2cYdY+/gh+t+ICM2oy272CA5OfDGG/5ydDQ8+GDrnvPAgQMc\nP34cAKfTycaNG5u0/+LFJ3f+xKhEFkwIDqr58dCPrF0LLtWQzfz5fkFS16lZvbrh83XuDIEP/eWq\nxEa7i7UPYzeOvDFIkEARq7cufosv5nwRtK05qMeV9CwltVANHTrU59HwCkygRZSUlKRbb7fbsdvt\nvmOpraWSkhKWL19OdXU1n332ma9+3LhxdO2qXhmlcQxR6mDUOmvZfny7r3zVkKt87/Xcd7m5uRQF\n+FkWLFhARESE7vFNJhM333xzo/3o0wfuuktb9+WX+m3bgpyCHI3rZVTmKGb0mRGyfXZGNlOyWmmw\nphncfbfWmrzzTsX11BpkZflXj/AGO2zfvp0aj5nmfRJvjK+/hqqqk+vLaZ1PC6orrinWuNUATtdZ\n73bAAO2DUWOiBNC9u7asdgFW1GuDPPQESU1WYlaD28NFLUp79+6lsrJSs10tVOq2ge47r0U0ZMgQ\nTdm73dveS6AF9NFHH5206w4MUepwbCvchksqj5AWk4VLBl7i23as8hjHKo9p2q9cuVJTjoiI6raK\nDgAAIABJREFU4LzzzmuRvsyZoy3n5oJDb2GDNuCnQ9q72IzeM3xuovbOV18pN3gvaWnBgt+S9O/f\nn+joaMDvwlO77kaOHBly37g4pX+gBAmcbIBLXERcUF2tsxZ1YKDdDt0Cl0JEsZxUQWSEEc0eREqK\n/32kJVKz7e3Nb1Pv0hmoamHUQgPaMSS3260p64lSoPh4RSlQrNQRewA9evRg7Fh/WPuSJUt47733\nfGWTycQll1xCUzFEqYOhtob6depH9/juJEYm+uoCI/O+++47TTk7OxubzdYifenRAzqp4gacTiVE\n91Sw+rD2MXlExohT05Fm4B0X8bJgAcQ0/JB+UlgsFrKzFbevV5S8f7t27Rr0RK3GZIKZKo/oyUbh\n5VfmB9XF2mJRT6Hq2TN0gI3aqCsra/x8BwOWEFRbTv069dNs+3rv14x4eQT//OWfHCo7RGuRlZVF\njOoLV1tG+/bto0pljqpFySsyhYWFuN1un/gMHTrUVw9+cQoUJdBaQiUlJSxa5F/ea+LEiaQHhjqG\ngSFKHQy1KA1OHYwQgiFpQ3S3A+zcqZ0gOnr06BbrixAQeLjDh0O3bejV8HlEgy+AfSX7NPtkZ2Tr\nHSosxAIR9GpN1FFjAwbA9de36ukA/+8gUJTC+X1cdJH//WefnZx1/HHux0F1XeO7ovZgeYw6XVRD\nJAR4vYI4fhw+/NBftlr9QQ4AE3tMDNpn2/Ft3LLsFro9041hLw3jkVWPcKK6iZOiGsFkMmlCw9Vj\nSOr3JpOJwarIF+/Dg9PppKSkxCdCvXv3JiIiolH3HcCll14a0qPQHNcdGNF3HQ51MMOQVEWMBqcM\nZtWBVUHbgaDJkD179mzR/vTooS2f7BhDc6ms196RusRpgzjuXX4vZXXaR+n4iHgemfxIq/etKfz9\n72Bpg//qUaNGAXDkyBEOHDjgezofNWoU+fnB1ouaSZOUKQIVFUoE5qpVMHlyeOctrytHCIHD5eDz\n3Z+z4DttoIPVZGV89/FhTxZuLJvIjz8qbubKSiX8Wz28OnOmch1eJmdNxm61U+XQ/xFvLtjM5oLN\nPPPzMzxxzhP8ZthvWsxFPHz4cH70zBJWW0rq9/369fO5XYGgCbRq8UlLS2vUfQeQkZHBhAkT+Pbb\nbzX1FouFWbNmNetaDFHqQLilW+Oe81pIDVlKgaIU3dBjZzNQP6lC40+rrYValCLMEZiE9q72+qbX\ng1xFmbGZ7U6UwowxOGm8ogTwxhtv+Gb0jxo1ShN9pUdEBMyYAR98oJSXLAlflBIeT2hw+7hu44ix\nxWjclw0lmVBvC/wtgpIOSS9JQlYWPPecti4pKonHJj/GrV82nKKkqLqI6z65jt0ndrfY70cv3ZDJ\nZArK5KBGbfkUFBRoUgmlpqaSm5vr2xbYXs3ll18eJEpTp071RfE1FcN914HYX7JfEyHks5RS/Sb9\nzqKdVNX7n/QsAY/dLtfJp0ZRE+i6sVpb9PBhYzH5r9P9K17s9Z572uY8ffr0Ic4TuvbKK6/46hsK\nclBz8cX+90uWtNzE6csGKhFh6gCEffu04eFq1N7prDCD4dLTlUwResMlN4+5mednPE+0tfGHt8d+\neEw3u0pzUAtOZWUleZ7EfKEi7yBYlAoKCjCbzSQmJpKWlkZ1dTWFhYW+aD49Swlg9uzZQRPnm+u6\nA0OUOhQbj/nnkditdronKKO0alGSSE3et7iAyUTl5S274nTg4VpzgL4h1OG7DrejTaKmWoNPPoHv\nv2/985hMJp8AeSdu9urVK+yn4+nT/Q8ghw83L/ItkNO7nM68kfOU96oQ8Lo6/QAal0ubuLZ///DO\nc+wYPBLCwBFCcNPom9gyfwtzh89tMCxcIlm4fWF4J22EQYMGaYQhJydHN72QGrvdTlRUFKC46AoL\nC0lJScFkMvkEa+tW/70glKWUnJzMFFUuK5vNxsyZM3XbhoMhSh2IwCAHr4sqITJBM4aibufNj+VF\n/SNtCQIyoGh89GqkbPjVEFLKBl8QHFocmAF8bNexnN39bFLt+k+LmvPdL4NerUmg2+muu9omZZPa\nhadXboi4OK3L7mQn0s7sN5MvrvrCZ/EGZgbRE+qff9bmrhswILiNEKCXPevVVyFgtoSGrMQsXp/5\nOoV3FvLpFZ9y2aDLsJqC3QDf5n2rs3fTiYqKor9KVTdv3hyUXigwT54QQjNXqaCgwFf2/lUfI5Sl\nBNq5a8nJyUEPs03BEKUOhFps9pbsZdKbk3yvslr/IL7aogq80fzyS8tlxq6rg8CsKG01JhLI0NSh\nmnLg2NrCyxaycu5Kzu19blt2KyzuvFNb/vln+Dg4KK3FORlRgmAXXjiMyBjByIyRjMwYyaSek7h5\n9M3s+P0OllyxhMQo/9SG4cPBYwQA8MwzypQDL1IG5wU855zg8115peJi3rxZmfCt5umnG+9vlDWK\nC/pdwAeXfMDGGzeSHqP1+bWU+w6CMzuox5MyMjJ0LR1v3ZEjRzhx4oRPeLx/1cdoKNS/JTFEqQOh\nvtEWVRfxbd63vpd6rEndbsKECZpj7N69OyjDQ3NZu1Y7pqSeWNnWjO2qXdtmfX4L+JPaiDPOgMBA\np3vu0U8w2pKcrChdeKE/nD83N7w5auvmrWPdDcpr+bXLeW7Gc/RL7hfUzmqFiaoI7c2bFdHZuVPJ\nYTdnjjat1YABMCLE1DQhYMgQJWejmmXLIGBJqQYZlDqI34/+vaauylEVdm7GxvDOHQNFlALXUNLD\nKz7btm0DCGkpecea2gJDlDoIx6uOc6TiSFht1WsrnX322UHb1QPbetSqfSIN8I9/aMunndb4nKPW\n4oyuWn/PR7kf4XCdovQSzeCxx7Sh4Hv3wssvt+45e/bs6RtDEkIwItRdPQTp6aBKCKBJ0NsS3Huv\ntrxypTJu1KULvP++dtsDDzT+25s0SWvJO51aYdt9YnejApMZq839FGWJatGwcC/79u3zhYgHblPj\nFR+vKHlFKrDeO9bUFhii1EHIKQjfTVDjrPEll0xNTdUs6AXw6KOPsmvXLt198/LyGs0K7HYr7hTV\n5G8AWih7UbPomdBTM150tOIoT/z0xKnrUBPp2xduvFFb9+CD4WUpaC5CCJ911K9fv2aNI6gn0rY0\nZ5wBv/994+2uvhrCSWQtBFx6qbbuC1VO1Ye/f5hLP7o0aAFNNRvztUlrO0W33FIogWNG6vHfxkTJ\nm68u0FIKrG8LDFHqIIRaKymc9hdccIFmW2VlJWPGjOGll17yrUJbVFTEU089xdChQ9mhDmnykJur\nhNG+847ydBy4aqfVCrNnN6mLLYoQgnOytIMK9664lxs/u9E33lZZX9ngDedUc9992kCRoqLWXU8J\nYPr06QwbNowLL7ywWfu3piiBMu5z110QKjPW+PHKIpPhEvjg9PXXWhf0wu0L6fV/vZi/dD6rDqzC\n6VYGspxuJ//e+G9eWv+SZv+zuwd7IppLcnJyUOZ+L6FEKTB4IXBMKVS71sQQpQ6CWmQm9phI0V1F\nQa+BKQN12991113Ex8drjldWVsb8+fOx2+2kpKSQkpLCnXfeGXI57EcfVVZAveYaZdmKQK69VnGr\nhKKxNEMt4QG564zgLKb/2vAvOv29E5lPZZL4eCIr9q/Q2bN9kJoKf/qTtu7pp0OnbvLSWBqmhtxL\nt99+O5s2beLxxx8P2aYh+vSBQYOatWtY2GyKMOfmKuNI/ftrAyDOOit4CZWGOP10UAeklpUFZxev\nd9Xz0vqXOPuNs4l4OIK0J9OIfDiS6z+93idSXqb1mtaMqwqNnvio11AKJNAC8pY7deqkCTE3LCWD\nFkctMiMyRtApulPQa2jaUN32nTp14okn9F1ZtbW1Jx34EBurPOWfaoalD+OaodcE1buki/zK/KAb\nSnvkjju0S1bU1raPz7Yh1FF4rUWvXoqVvn27don0p54KTrLaEBYLTAvQkc8/D93eLd0UVhX6MvOr\nsZltTO01NfyTh4GeKA0bNizkeFAoi8hkMpGimoFsWEoGLc6OIr9LzZvJIRB1faC7b968edwR6HNr\nAWw2Jcml3tICp4LnZzzPgGSdCSs6jM5sueS0LYXe4n5vvBE8H6w90douvEDGjvUv1ldbC3/+c9P2\nnxGwzJZ6XKkpPDTxIVLsKY03bAJ6ohTKdQehLaWG3rc2hih1ENRPaupcd2rUolRQVRC0ttLTTz/N\nN99802CU1dChQzVrqjREerqSJfrcdjT1JzYilrXz1nL3GXdrUg+p6RTViX9M+weLLl+ku/1UM3eu\n1iUmZbBbrz0xYgQ0cXHSk+axx5QcfKAsd96U6XeBv9etWxVr62+T/8afxv2JTlENBy/ERcTx6KRH\ndd3FJ8vJipLaOlJva0tLyUjI2kFQrw8UyhIYnj5c0+5A6YGgyX6TJ09m7dq1/Oc//2Hp0qUcOnQI\nq9VKv379uPDCC5k2bRomk4k9e7TzPoSAyEhl3GPwYGVy4/TpWv9+e8Fus/P4OY9zzbBreGbNM+wt\n2QtA9/juTMmawsx+M4mNCJF6og1IStJ+toFZMMxmxS2ltgAKCsAT3dssEhMTfQ8jja0s27VrV19b\nJXrTLwB6GTuEUCIH1dGYkZFKppHWWteqRw8lDPyjj5TyO+/AmDHK+JL6sw3MYg/Kb/jyy2G3avXz\nnBy44IIM/jblbzw08SG+O/Ad3x/4npyCHE7UnEBKSVpMGhf1u4jZA2eHlRuvOfTs2ZMzzjhDMy1j\nzJgxIdsnJiYyatQo3G43drtds6L06NGjfa75pnznamFrDqKlJm4ZGBgYGBicLIb7zsDAwMCg3WCI\nkoGBgYFBu8EQJQMDAwODdoMhSgYGBgYG7QZDlAwMDAwM2g2GKBkYGBgYtBsMUTIwMDAwaDcYomRg\nYGBg0G4wRMnAwMDAoN1giJKBgYGBQbvBECUDAwMDg3aDIUoGBgYGBu0GQ5QMDAwMDNoNhigZGBgY\nGLQbDFEyMGgHCCEmCCEON2O/HkIIKYSweMrLhBC/afketg+EEN2EEJVCCPOp7otB62CIkoFBGyCE\nyBNC9Gjt80gpp0sp32zt87QUTRVjKeVBKWWMlKqllEMfu4cQIu+kOmjQ5hiiZGBg0Gp4LTgDg3Ax\nRMnAoA0RQswQQuQKISqEEEeEEHeGaHerp10XIcRWIcQFqm1WIUSREGK4zn4rhRC/9bw3CyGe8rTd\nL4S4OcDVt1II8ZAQ4kdPf74WQiQ30n+vu/AGIcRRIUS+EOKPqu0PCCE+FkK8I4QoB+YKISKEEM94\n2h/1vI8QQtiBZUCmxyVXKYTIFEKYhBD/K4TYK4Q4IYT4UAiRFHD+Zl+DQfvGECUDgzZAStlDSpkH\nvAbcKKWMBQYDKwLbCiH+CswFzpZSHgbeAq5WNZkB5EspNzVy2nnAdGA4MAK4SKfNVcB1QCpgA3RF\nUoeJQB9gKvC/Qogpqm0zgY+BBOBd4F7gdE8/hgFjgL9IKas8/TvqccnFSCmPArd6+no2kAmUAM83\n0Bfda5BS5kkpe4R5PQbtBEOUDAzaFgcwUAgRJ6UskVJuUG0TQoingWnARCnlcU/9O8AMIUScp3wN\n8HYY57oMeFZKeVhKWQL8TafN61LKXVLKGuBDFOEIhwVSyiop5RbgdeBK1bbVUsolUkq357hzgAel\nlIWea1rguYZQ3Ajc6+l3HfAAcEkDrsDmXoNBO8QQJQODtmU2iqVzQAjxnRBirGpbAnAD8JiUssxb\n6bEefgRmCyESUKyLd8M4VyZwSFU+pNPmmOp9NRAT1lVoj3XAc65Q58n0tAnVPpDuwGIhRKkQohTY\nDriAtBDtm3sNBu0QQ5QMDNoQKeVaKeVMFFfTEpQney8lwPnA60KIcQG7voniwrsUxRI5Esbp8oEu\nqnLXZnc8GPWxugFHVWUZ0PYoitDotQ9sC4qoTZdSJqhekWFes8GvHEOUDAzaCCGETQgxRwgRL6V0\nAOUoFoAPKeVKFHfXYiHEaapNS1DGhW5DGWMKhw+B24QQnT0W1p9O9hpU/FUIES2EGIQynvNBA23f\nB/4ihEjxBCHch+KSBCgAOgkh4lXtXwIeEUJ0B/DsN7MF+27QjjFEycCgbbkGyPNEpv0ObQADAFLK\n/6Lc6D8VQoz01NUAC4GewKIwz/UK8DWwGdgIfAE4CRDCZvIdsAdYDjwppfy6gbYPA+s8/dgCbPDU\nIaXcgSJa+zzuukzgWeBT4GshRAWwBjhN78AG//8hpNSzng0MDNobQoj7gL5SyiAhC3P/6cBLUsru\njTYOfYwewH7AKqV0Nvc4BgahMCwlA4NfAZ55OtcD/2rCPlGeeVEWIURn4H5gcWv10cCgJTBEycCg\nnSOEmIcy+L9MSrmqKbuihF+XoLjvtqOM5zR2vjmqyazq17bm9N/AoCkY7jsDAwMDg3aDYSkZGBgY\nGLQbjGSJHQeNSez+/n3kgS2+sug/DtOo88I6UK3Tyeu5uXx94AD5VVVYhKBXQgLTundnVu/eRFos\nuN/+D/KhJ7Q7RkRAcifEgL4wZBBi9gWI1JSg4/9iHxtUFw5jqlYz0DWsyfvlmnN0612undTXvoHb\nfRApazGZkjFbhmGxzsBs7uFrd6NtlGa/l+vXBR0rnDYA6/81Pqhu5A1aj92G5Yv5zxN/8JV/+8hb\n9B15lqbNv/53Dns2/eQrT/vNH5l85c24/jUx6PjmG77V7Yua0rxSDv5w0FeOTIik7/l9g9rt/3Y/\nFUcqfOWMERnct+wtDhYU+OqG9urFYzfeGLTvLc88w76jyvSlCKuVm3/3MHf+4A7Zpxgr9EuE6waa\nGJsOQoiQbY8X1fLZ0iMcPFSNy+UmLTWS6edm0isrVtPu8PIVLP+febrHsMXGkZw9jAH/M5fOZ49H\nmEI/0xcVS9762M0nX0kKT0jMJkhOEvTrBaePMDH5TEG3zv7+Dg55pIbZmvc0lP+iFGKGQNa9+g0L\nP4Vj7ynvTdEc6vEAL+5+CYBb+99KelQ6AJ8c+oSfi34m3hrPnwb7ZxA8ue1JiuuLmZw+me/WfM+7\nq9/zbfv49x+Q3T1bczqX28XpD42juKoYgIz4DH6497vQX5AKQ5Q6KDJ/D1SX+8sF+xrdxy0lC3fv\n5m/r1nGkslKzbU9ZGV8dOMAT69fz5FlnMbGqBo4VBh/kwCHkeiVlm1zwN8TTj2K66pKTu5gWRrrL\nqKt7CUf9J6i13OU6isu1mfq6t7FYzyMy6jaEiA19oFaivq6WsiJ/EgOno06zffvPK1j/jT9qPDYp\nlXEXntwSS26XG0e1w1d21DhwO92YLNobc8WRCk07t9NNaWUlRWW+BBV8t2kTFdXVxEZHa/YtU7WL\ntNmoc0FBdeg+FQB7y+CLPDfDk+GVKSYy7dr7nsvl5rOlR/jv8mM4nf7vsrCwji1byxgzuhOXX9qN\nmBir0r6unur8Y+hRnX+M0l272PPBR2ROGM+MRR9hjQlOHvHsay4WPO2mrl5bv/+QZG0OvLNIicg/\nf4rggxdP8hZsSwaHcuOnYkvodlW5/nYxmURZoyl3KP//5Y5ynygdrz1OuaOcamc1Ukqf0B+tOUq9\nux6bycbE/hN46sunfYdeuG5xkCit3rOG3KO5vvKskReHfUmG+64DIh11UBogGCeO0ND4opSSm7/9\nlltWrgwSJDX5VVX8dfXq8DpSXYOc/wfc7y8Mr30bIGU5VVXX46hfgn6yAQWn43Ocjh/armNh4na5\n+PjZezR1F9zwFyLtLSyeEmqKazRV9VX1GkEKhcvt5sctDdxAm8GmIrjqSze1Tu13tmjJYZZ9la8R\nJDW/rD3By6/sweVq2tj60ZWr+GXBQ0H173/i5s9/CxYkPXbsaYHx/Ohe/vfOYnCU6Ler2e9/H9WL\nWIv/9+AVJ4AKh2LlOqWTWlctAHWuOurdygXFWGMY3+8sUuNSffss3rAk6N6xeL02yPOSUbPCviRD\nlDoiJfkE3XBrK6G6TLc5wD9zcli0Z0/L90VK5C13I3e1wrGbQW31Y0j3rzebzc/L3ufwrs2+cnqP\nfpx50XWtcq6q41WacvXxBsyaAL7b1FiC86azuxRez/X/rvMOVPLNcn2rR82u3RX88OPxRtsFsvPt\n95Buv3vR7Zbc+3hLzEtuAlG9tGW1+Hhx10ON3/VKdC8izBHYTDbAL0QAFc7g9+rtcdY4zCYzs0b4\nE87nFeWx8cBGX9nldrF4wye+crdO3RiTNSbsSzJEqQMii0Is9HlCvz6/qoqn16/X3dY1NpaBSUnY\nrdbmd6i+Hvno0423a2Vczm04nSt1tsRgMvWhvS/TU19bzZIX7tfUzbr1EcyW1vHSB4pQoEg1xOpt\n26itD8OcCCDaAnYrRIRYDH3ZAb8oLfsyX7Ota9do7rl7IAvuG8LQIQmabV9+fRS3O9hyEWYz1pgY\nTDqfYV1xMUU5/geADVskBTra1jkdhg+Crg2loG0utjQw2/3lGh03fO0hNEk8PNZVnFVJOq8RJZ33\naqGKsSjuyktGa13ui9Yv8b1fvWcNBeX+McTZI2c1ON4XiDGm1BEJIT6y6DCiW/CQ63ObNlHj0j4B\nZtrtPDZuHNN69ACgzuXi8/37eXDNGt1jiwf/jJg2CQqO4375dfhcm5VGLl6KvO9uRFYP3f3HVIXp\nEtQhVCBDIPV1gYm3TVhtlxEROQ8hopFS4nbvor72NZzO75vdn9bim/f+SWmhPy9q3xFnMfSsGa12\nviBLqSh8S6mmro51O3Zw5tChTTrnrmtNCCGQUvJjPtyy0k2hyou48TiU1UliLJC73W/5J3eK4O4/\nDsBmU9Tspt/14bnnd7EtV2lTXFxPYWFt0Pl6XzqbKW+9jtvp5NDX3/DVFXNw1frb5f/4EynZykoZ\nX67UilpyIix8xcyoYf5n/6PHJIuWuXnpbW0Ax1adaw38T9RrgxCKtVTpEcdqHVHSCJUZIpWEHjGW\nGIrqinyi43A7qHH5P0yfKKmEKtaquP1OyxpDl8QuHC5R7iWLNyzhoVkLEEIEu+5Gz9breUgMS6kD\nItWiZE9Q1eu7rVYc0q5EkBQZyRcXXeQTJIAIs5lZvXvz7SWXMCpNZ4WBjHTEgH6ICWdifv81TG+9\npPxD+U4ukZ8ua9b1tARSSlyuDZq6iMj5nmAGZUBeCIHZ3I8o+9+JiPpfIMTj+imgvLiQr958UlM3\n+/bHmvSE2lRqS2txOZSHFSklVYXhW0oAK0/ChSeE4MxMwZ0jtNfnlrDmGBw5Uk19vf/GP3lSmk+Q\nvPufOzVDs+/e/aHHSk0WC91nnEuvS7RjI7VFJ3zvN23TitKt15s0ggSQmS64+TozG760cN8dLfT7\nUY8r6VlKmvGkbuBx2wVaSpVO5fqtJqum3jvmZBEWosxRAJhMJmaN8gcv5BXlsengJtxuN0s2fuqr\n75PWm2Fdm/bgYYhSB0O63VDsf5oWvUb6N+pYUEcrK8krL9fU/WHECNLt9qC2AImRkfxjfHBYcyDi\novMQ116h7dtXyxvdr7WQ7kOoljBCiFSstitCtrfZZmKxTm6LroXF0lcepbbK/0Q75tzL6TFwZAN7\nNB9LpMfBIqHmhPJkXV9Zj6vOpd3eCN/n5OByhw75DofJXYNF91i1ZO8+rcD07xcX1K5Xr1gsFv/+\n+/aFFiUvSYMGaspupz/9X1mFtq065DsQm00we0YL3X7V40q1B8EdEGxSvVe3rdfqCbSIMqIUsfZa\nUJUO5XOJscZoHnIuHaW1gBatX8LqvWs4VuYfx5s9qmmuOzBEqeNRfhycfl++RpTKjyPrtS6M1fla\nv7wALusbPD9FjbmB+RuaY/32Wm3Fpi0NRgC2Ji6XNhrMYp1I6IVOFYRoH5bSsbydfL/oVV/ZYrUx\n86YFrXa+qE5Ryg8BvwtPPb4UnRKttxugzD+KtClP6qWVlWw+yeCZ5KjgumoH7FNZPSaTIDU1Mqid\n2SxIU9Xn5TUuSpYo7QkjOyX5jxfws1+9vo1+y2pLSTqhLuDhUm0pRWf53oYSpcyoTE3ZaympI/YA\nsrtnk5XS01detH4xi9ZpE9hfMqrp0z0MUepgaFx3sZ2gUxcwq4IUirUuvEBR6pOYSJznpnLSDOoP\nUaqbRVU1HG08Wqo1CBQls3nAKelHc/jitcdxq8b8Jl3xe5Izm50IvFFMFhNRicrN2StGXnEyR5iJ\niIsIua/NauX0QYN85ZONwiutC66LskBFhd9aSEmOwGLRv9Wlp/tFpryi8aTnNYXaSIZolas6I8Br\n/fI7bm7+i5Ntu2TrPmxFdgP1A5TaMnIUg7PUXw5hKUkp/aIUrRUlr8Xkbe9FCMElKmspryiPN398\n21ce1HkQAzL7N/lyjECHjoZalBIzlFnpielQpIwbyROHEen+H+7moiLN7tkpwRkYmouwWGDYEFiz\n1l954KBu28ayPDQUCNFYlodccw4ul9YXbzL3a3CfhgjM3tDaVJT4b5T2+CSm/8/drX7O6JRoaopr\nfMENXnGKTg5tJXk5e/hwVm5UQoi/y8nhtksvbfbY10/5wTf7pEg4VucX6cjI0BateltdXcPh3NLt\n5sAX2nHPzLP9rurxp5n48DPtMV7/QPL6B06yusG0CSZmzxCcPkK07FifyaoIk3c8ST2uFBj4oLKq\nvJaPQzqoc9f5xCc9Mh0TpiALKlCUQInC+/sy/1hmjcMfKBHo3gv7cpq1l8GvFnUwg0jK1PwFICDY\noSIgbLdPgjaU9mQR/XprKyqaNljeYkht5JjJ1EVTdjp+wOFYoXm1x8mzM67/X6JjW/Y70sOeoowp\n1pbW4qp3+cTJW98Q44YM8bl4jxYVsftwiCkKjZBXLnlyQ7AonZ4ucKu0oSFvsnqb3gTasr37yH3t\ndXKefY7Ppp9P0SZ/JGfaaWOI6ez/35l4hiCU1uw7CC++5WbKFS7O+42LXfta2HLSBDuo3HVqgbKm\ngMU/tqYWmQpHhU984qxxxFhjguYp6YnSoM4DGZCp71WYPTr8CbNqDEupo6Geo+QVI5UNhFRhAAAg\nAElEQVQoySJtpF2lQztoGtNSrjsvdu2Ttaw6NaKkLOzqxRo0nlRb8zhSaq1GIZKJsZ7ZBr0Ln9FT\n2yZlk3rcqHhvMa56l6++4mhFqN0AiLfbGdG3L2t37ABg1aZN9O3aNazzTlviRghwupXJsoE6MiAJ\nUqMFERF+tXE4QgdTqCP0bNZg9Spcu47CtcF5Ci1RUYx7WpvbsUdXwW8uFbzxYcOC891qyWnnO3nz\nGTMXTm3JYIf/Ku/V1pFalKK1E23VIlPuKNeIT6w1luI6JS2Rr96inxXk0lGzefDThzV1I3uMICsl\nS7d9YxiWUgdCVpdDjT+SzmcpJapCY0vykarHTHeAL7zFA4wDHy1PMhqr+ajP23ph1K3N128/0ybn\niUqKQpiUz+l4rsp9GIalBIoLz0tTQsO3FcPWE7CjJFiQwB+NFxXld8udKK4POaZTVOQflEpIDO+B\nKyIpiXM//g9po4PdtE/dZ2bW9MZ/P/UOmHe3i/zCFrKYolUeB2eJP92QJsghtChVOip94hNjiSHW\nEkuNq4Y6Vx3Vruqg9mpm66QQmt1M1x0YotSxUI8nCRPEe/JXqd13LieU+mdjxwRkaqh2tvAK2NXa\n/GlCJ8FlW+Cdi6RQj5RtnC6mhVj54UsUHclr9fOYzCYlCg9/WLglyoLVHl5mj/HD/ON8uw8f5mjA\n2GVzSImCm4YogtCtm18ca2pclJUF5+STUnI03//7S08LjtDTw1FRQeVh/Tl9kRGCt//PwlvPmunR\nRbeJj8oq+GhpCz2ERQVYJTX7gtMLBaQkijZHY/ZEkJY7y6lwVmC32DGbzD4Byq/xBzqFEqXeab0Z\n3m24pm52ExKwBmK47zoQmsi7hDSE2fP1R8dDRDTUVfvaea2o2AB3XeCcpZPu096AXF12/YHyVs/o\nILShvlIWIkRGiMYNE87SFS2JN8MBgNNRz5IX7ue3j7zZaufzEp0crQ0FT44OewA/LSmJAd27s/3A\nAeDko/BSouCdaSbiI5Tz98rSPtwcOFhFQoL2t1xYWEtNjf/hIy1NJ75cB7fDwaqbbyPjzHEk9Omt\n22b2DBMXnyv4eaPkk68lHy116ybNX7VGcuv/hHXahrHEKCmH6j0PlNX7wJKAXnohL0IIYi2xlDpK\nfZaS10XnFaCj1f45jaFECWBUj5FsOqh8h+nx6XRJakSRG8CwlDoS6vEktxv3+mW41y9DbvgSzKrn\nE5V49UtM1BxiY6HOf1YzkW43bNysrezSGgnCGsdk0o5puFw7NeWYuM+IjV+NxTq9LbsVFqdNv/L/\ntXfe4VFV6R//nGlJZlJICEkgtFBEqaEJ6iJgAVwRy+qC4qJudbssqyioi4pYUPFnW1bXXeu6FlyF\npa8I2AWkCS5IJxDSSK9Tzu+PafdOyySZhLg5n+eZJ3POPffec2cm93vf97znPbrylrVvcWRv6FyF\nsSTQVRet687LBI0LrzmiZBRwdio8eoHgsx8aGNzZL4g5vRN1nuFQCVc3f6yv698v2ErvfslFXPXh\ner635DHdMhUuu52dTz4VsX8Gg+C8kQYevsvIvk0mnlloxBJgSG7ZEcOAh8BgB+14ksHqFq0AEs3u\na6qwV1Blr/KVvdkeTtZqRCnMmBLovfAtjSxUotSB0KURKi9Ablvpe+nWVtK0O6+r3lrYW1JCbaxc\neN8ehErNhMW4OOjZ/CeslmA06jONuZz7z0g/msPoKdPpcZY+7H3Z/81r9YnIgZNkI02aDcWFGlHa\neeAApRGWRPGy70cG9s9yv47cYuCDa4zMPNtAgkl/I4yPN9Kzh18kd+0uY/mKPJxO95yhzR8VsuFD\njZs60cRZ/YOzPiSkp9P1gvMZ8utfcv7ih3XbDrz1Ds76EBOlQmAyCW6ZbuAn1+tvuaUVxO57SghI\nNxQ4aVYE3+694nOq9hQuXL5yKEvJK1itjRKlDoK010N5lFZOcZ7vH+X8bnrLxSElqw6HSI/fnD69\n+qa+YuAAhPHMZEkwmvSi5LB/fMaySzQVg8HAD36/SFe3f9tmvv5kbaueNyE1AWH0i0FTLaWcrl3p\n6Zl86pKSwtIwawFpsJnBZhbYzAJDI0/kl1ystwxWrj7JvHt2cO+CXbz+xhFdVvCLJmZiDhF9p2XA\nj2YSl+bP4NBQXk7eB/5Ve+vrG/+9DD1H32eTseWWhQ9rQLqhao21H7jEhQdv1m+vReQte62iE7Xu\nB1SbyeYbf2ptlCh1FE6fJNKidTrqq6HaPQs8JzmZrIAVQh/dupWqMMsO1DudPLJlS8htWuTW7cil\nf9fViUuDl+puKwyGvoB/TMHl+rZdZgIPxzljLmLQ+ZN0de8+NV+X6SHWCIPwTZY128yYrU1bvkQI\nwfhhTV++PlpGjexMv356l1NZmZ3CIr1106unjcmXNj5+aLRY6HPVNF3dEc1k2jsedLH0VWfIJTC8\nnAiY7Jscy7UXEwLSDVVp8opbQ4uS1zKqdlTryl5LyVsfyXUXa5QodRBkmOUqwuJpL4RgXHa2btPR\nykquW7mSb06f1tXvLCpi2vLlvH8oRKZiKZFOJ/JEPq57HsQ1+QcQIGxi2pkbrxHCFGQt1dUsxN6w\nLsBiinH0YQy55rcLdU/dJw/t5dMVr0bYo+V4RSmaTA6hGD98eOONmonBIPjFT/vRu1d4Cy452cxP\nbukTNg1RIL0u1y8Fcmz1Gt/vo6ZOMud+F2OnOXhnpYvaOr0A7T8k+XPAkhUjh8Rw+oElA4xaF5vm\n/GFEKTB4weuiC6yPFOQQa1T0XUchIL2QYWTwOjuuT9/xrT4rS04geg0B4De5uSw7cEA3Z2l7URGX\nLlvGuOxsbGYzB8rK+K/H/dInJSXo2PLnv0f+/Pfh+zdxHGLooLCbG0szBC2L0AOwWK6j1qG18iqp\nq/0ThoY3MRiycbnycTlDrmrTLujefwjnTf0Rn654xVe34i/3M3rydcQlhL8xO5+PwkK9OPSS9d3H\ndKfbqG4YArORRsmg3r1JT0mhuDz8qsctITnZzNzbB7Jlawn/ei+P0jL9g9CUSV2jjroD6D5xPAaL\nBZfngarqeB6n9+yl82D/b3fPPrjpNifWBLfoZKRDYTF89pUkcDj2knExFCXf2kqB0ab+NZQCCSc+\ngZZRW4qSspQ6CLr0Qll9EH2GB71I76Fpr4/Au3mgPmU/uMeXPszL49+HD/sEqVkIgWHeH5q/f4ww\nmr6HIUQiVpdzLw77+nYtSF6m3XoP5jj/fJuyonw++MczrXY+g8mAKc6EIUpLI2h/g0E3Z6k1MBgE\nY85NZ9HCYSx+eDjTr+vp27Z2fX6jOe+0mBMT6XahPovHsTWhx+5qauGjLyXLVkk++jJYkAAuGRfj\nW7A1RBYFzRpKgQSJkkeMjAYjVqM1bLvWRIlSR0EbeZeWHbKJPgee3t23YOxYxnZt3rydxhDz5yDG\ntG0S05D9EIKEhPuA6FxRQpyZib6RSM3szsU3/FZXt/aVx6k4HbtQ/lijze7QmhgMguRkMxPGZ/pc\neuXldtatz29kTz09p0zWlY+tWRemZWSuv0rQPyfG2UNCuenCBDlAZDedd3wJ1JiSojVw+me068RH\ni7a+ohjZ4J/tbjEaeW3yZGYPH06CKbzXN95o5GeDg5dUD4kQiHlzMNwRwa3XxhiMPbAmLsVgjHwN\nJtOFJNiebaNeNY0pN80hsVO6r1xXXcnKvz50BnsUmZEDBmCLjy6bQiwwGATX/UBrLZ0KcutFoleA\nKOV/8in15eXceI2BUUOjE5lLxgmeXNAK0WyhBCiU9eQhUGx0QqQRKGUpKVqXMKIkAi2ogIzhiRYL\nc0eP5rPp07nx7LPJtFoRgFEI+nfqxK+HDeOzGTO4ZVD4sSE6pcD55yJ+cQuGTSsx3HlbCy8m9hiN\n/bHa/kJcwp0IQzbuZc8NCJGF2XwFVtvzJNgewWBIa+xQZ4SExBQu/+ldurrNy/5KwdFvz1CPImM2\nmbhgyJA2PWe/fkmMGO6eGG63u3jv/eON7OEnpX8/kvv6b/TS6SRv/QeMH2tg4ztGPn3fxB2/NPC9\n0YIUzb08rRPMulbwwZtG3nvRSKKtFXIsBq6tBBEtpURzIsKT69FsMGPRuPnOlCiJ78pcDIVCoVD8\n76MsJYVCoVC0G5QoKRQKhaLdoERJoVAoFO0GJUoKhUKhaDcoUVIoFApFu0GJkkKhUCjaDUqUFAqF\nQtFuUKKkUCgUinaDEiWFQqFQtBuUKCkUCoWi3aBESaFQKBTtBiVKCoVCoWg3KFFSKBQKRbtBiZJC\noVAo2g1KlBSKdo4Q4mYhxMcRtm8UQvy0LfvUXhBCjBNC7DvT/VDEDiVKCkUrIIQ4IoTofab78V2j\nMQEOREr5kZRyQJTHniCE2NjszinaBCVKCoWizRBCtMIa4Ir/JZQoKRSthxBClAkhDJ7CX4UQhZqN\nrwkhbvO8TxFCvCiEyBdCnBBCLAy4gQshxNNCiHIhxH+FEBeHOaFBCHG3EOKoEKJQCPGKECJFs32W\nZ1uJEOIej0V3iWdbnBDiSSHESc/rSSFEXCMXOEEIkSeEmCeEKPYcb6Zm+0tCiD8LIVYJIaqBiZ5r\nfUUIUeTpy92efp8DLAXOE0JUCSHKNP16TAhxTAhRIIRYKoRI0J5fc74jQog/CiF2eT6rN4UQ8dF+\nYYozjxIlhaIVkFL2llIeBiqA4Z7qcUCV5+YLcCGwyfP+ZcAB9PO0nwRox4nGAIeAdOBPwLtCiLQQ\np77Z85oI9AESgWcAhBADgeeAmUBXIAXI1uw7HxgL5ALDgHOBu6O43CxPv7KBm4DnhRBal9oNwINA\nEvAx8LTn3H2A8cAs4BYp5TfArcBnUspEKWUnz/6PAGd5+tXPc557I/Tnh8AUIAcY6vk8kFJulFJO\niOJ6FGcQJUoKReuyCRgvhMjylN/xlHOAZGCnECITuAy4TUpZLaUsBJYAMzTHKQSelFLapZRvAvuA\ny0OcbybwhJTykJSyCrgLmCGEMAHXAiuklB9LKRtw39hlwL73SykLpZRFwH3Aj6K8znuklPVSyk3A\nStzC4OV9KeUnUkoXYAemA3dJKSullEeAx8OdRwghgJ8Bs6WUp6WUlcCigM8mkKeklCellKeBFbjF\nTPEdwXSmO6BQ/I+zCZgG5AGbgY24b8B1wEdSSpcQohdgBvLd92DA/cB4XHOcE1JKrYAcBbqFOF83\nzzZtOxOQ6dnmO6aUskYIUdLIvqHOEUiplLI6wn7a60gHLCHOo7XYtHQBrMA2zWcjgEhjU6c072uI\n7hoU7QRlKSkUrcsm3G67CZ73HwMX4HZbeV13x4F6IF1K2cnzSpZSDtIcJ1to7spAT+BkiPOdBHoF\ntHMABUA+0N27wTMu07mRfUOdI5BUIYQtwn5aMS3GbS0FnudEiLbe9rXAIM1nkyKlTIyiX4rvIEqU\nFIpWREr5Le6b6o3AZillBW6B+AEeUZJS5gPrgMeFEMmeQf++QojxmkNlAL8TQpiFENcB5wCrQpzy\nDWC2ECJHCJGI29X1ppTSgdt1eIUQ4nwhhAW3e04E7Hu3EKKLECIdt3vvtSgv9T4hhEUIMQ6YCrwd\n5vNwAm8BDwohkjxW4h805ykAunv6h8fl9wKwRAiRASCEyBZCTI6yX4rvGEqUFIrWZxNQIqU8pikL\nYLumzSzcbq29QCluAemq2f4F0B+35fAgcK2UUut68/I34FXcrsLDuN2EvwWQUu7xvP8nbqupEvdY\nVb1n34XAVmAXsBv4ylPXGKc8fT4JvA7cKqX8b4T2vwWqcQdufAz8w9NvgA3AHuCUEKLYUzcXOAB8\nLoSoAP4DRDU3SfHdQ+jd1AqFoqPgsaTKgP6eSMHmHGMC8JqUsntjbRWKaFCWkkLRgRBCXCGEsHrG\ngB7DbREdObO9Uij8KFFSKDoWV+J2s53E7Q6cIRtxl3gmxlaFeK1uiw4rOhbKfadQKBSKdoOylBQK\nhULRblCTZzsOOpP4ueee4+OP/cmYp02bxowZkSbJ69lVu5sNlRs5ZT+FURjpY+nDRUkTyInrDUDV\n+g2Uvf6mbh8RZ8HYpQvx5wwgfuhg4gYPRD/1xs0eW5emXJePQdVFIY/XGOG8BTWuGt4uXcahhsPU\numrJNGUw2jaK82xjMQuzr50la4Nuv4ZTFwUdK5o2QMj+B/bvky/KWPrSCV/59t/2YuhA/bSdp184\nzpdfVfjKUy7uzMxrs6I6fig+//xznnrqKV+5T58+LFwYHJi3ZMkStmzZ4ivPnDmTkTvOxpFf76uL\nH5xI+q09g/YtePgQ9rw6AITFwMnrK1myZEnYPiUnJzNo0CBmzZpFSkpK2HYA0u6ibFkBtbsrwSGx\n5CSQekM3jMn6W+D23ZU88dyxkMdITjIyfEgSP7wqk+SkyLdOKSW7anezumItJc4SDBhIM6XRL64v\nIxKG09vSS/dd9NnTvGDCX676Kdu3u4M4c3NzueOOO0K2W7VqFa+95o66t1gszJs3jwULFgCwePFi\nsrPdc5dfeukl1q1bR3p6uu77nj17NgUFBVxzzTXUXdTAlpptvm13ZMwh2xI8P3lB/gOUOssAsIoE\nHspeGNU/pxKlDsrf//53tm7d6ivX1tZGJUpHG47xWMETrKwIHk54sOAhpiRP5t6s+ZgPHKT87Xcj\nHit+RC7Zzz1J/JBBEdu1NVJKVlas5qFTj5DvOKXfWAxdzV2Zk3EbV6dc2SwRbClHjtfx5r8KfOVZ\n07NAI0r7D9Yw974DOBxusbFYBA/c1adF5zx27BhvvPGGr2yz2bjvvvswGvWJFZYuXcr+/ft95ZEj\nRzJgQxfq99f46io3lJD24+4YLHpHTdWm09R9XQWASDCQN65Ed85wzJ8/n1tvvZWFCxdisViCtldt\nPs2p+w7o+gBQvPQ4GXfkkDq9K8Lo/h7zT9XrPttQ/PHeb5nz617cPad3yO//y+qtLDy1iK/r9oQ9\nRndzNtNTf8ivu9za6PVFoqCgwPcZbdmyJawoLV++3Ndu+PDhSCl95V/96lc+UVq3bh1vvPEGiYmJ\nOlF66aWXKCsrY8yYMeQY+7Ki/N++bYPjB/Kz9J/ozneg/iCvnPZPcbsiZWrU16Tcdx0Qh8PB7t27\ndXU7duxodL9XT7/OpAPfDylIXtZUrOWWo9GtN1f31Q6OXHYVdbu+jqp9W+CUTn55/Df8Lm92sCB5\nyLfn88cTc1ldsaaNexcd8x886BMkgN/8pAe9eybE9BzV1dXs26dfW6+8vFwnSOFwVTqp+bQsZn2p\nrKxk8eLF3HDDDUFWX9m7pzg6c1eQIAE4S+zkz93PqfsPNOl8NbUuHnjsMC+8EpzsYmftLm46+uOI\nggSQZz/BsrJ/Nem8ocjN9af1O3jwIFVVVSHb7dy5U7dPZmamr1xY6EtcT0GBW5CrqqqoqXF/Zg0N\nDZSVub+vzMxMLk6cSLwm8fqqEP8Hq8r194ipyZdFfU1KlDog+/bto76+Xld35MgR3w8vFBsqN7Ig\n/wHs0t7o8etlQ9R9cZaWcfTqGThLY3eTaglPFT3Lusr/RNW2XtY33qiN+fjzMt5fVeQrp3YyMff3\nvSLs0Xy0ljbAtm3bwrQMpmJtceONmsiyZct4+21/Igl7fj0n5zYukqf/doKqTaebfL7Hnz0aVHf3\nyT+16e9CK0pSyqCHTQCXy6Wrz83NJSUlxWdVeoUI9ALlfa+ty8jIwGa0cXHSRF/dztpdnGjwu5MB\nVlWs9b1PMiRxYeKFUV+TEqUOSDirSPs0paXWVcv8k/cgg9KSxQbHqQKKFj/ZKsduCicaTrK0+Pkz\n3Y1mI6Vk7n36p/75f8ghtZM5zB4tI1CUAsuRqFxXjHTF/vf08ssv+94XP3cMWefylQ2JRjLn96Hr\nov6Ys/XLRBUuOdLkcx0+Vsfho7W+8pH6o+yp29v0TreAAQMGEBfnv5Zdu3YFtTl06BDV1f58ubm5\nuQghyMjIAPSiFEqgtHXefaam6BPUr9aI0IH6g+yv9z8MTEq+lDhDsFs1HGpMqQMSTpR27NjB+PHj\ng+pfLnmVAkehrs6AgZs7z+KWtFkkGhM5UH+QZWX/4q3Sd0Ieu9ONM4gfkYujoJCyV/6BI1/vGit9\n8SXS//h7TGmpIfcfVF0Usj4aop328ELJi0GW4OD4QdyTNY8B8QMocZSwoXIjfy15MejzaA+8/X4h\nW7b7gxv69Irn1pvDJd9uOS0RJUdhA7U7KrCOiBygEMiWLVsQQmC321m1ahUPPfQQDofDt33jxo3U\n19djsVgo/7f/OzIkGumzciRxfawAJE/N4PDVX9Fw0C0qtdsqsJ8KtnAmTUzj/jv7UFXtZNX6Ep74\nsz4IYuMnpeT0crtGP6zaqNtmwsSczNuYkjyZzsY0Sp2lfFWzg1UVq/mg8kNd20OD9K5QCA5+CNUG\nYPDgwT4rNdSDZaBQDRs2DHC74vLy8nzi43Q6KS72W7ChLCWv229C4oUkGmxUudxit7JiNT9N/zEQ\n7Lq7IuX7IfsdDiVKHRCtKCUlJVFZWRlUryXQZ2zEyKu9/85Y2xhf3UjrCEZaR/CDTlfz8KlHg45h\nmzieTjOuBaDLnN9R8KeFnP7zX33bXVXVVK5YSepNNzb/wlrIh5UbdeVpKVN5PPtRjJ4FYJONSfwk\n7mamp17LPfkL2r6DEaivd3HPooO6ugfm9cViaT1nyPbt23E4HJhM7tuINuouGirXFjdZlEaOHOkL\nLhg7dixSSl0UYE1NDZ9++ikX5IzFWex/wEi7KdsnSACmVDMZs3uT95tvfHW1X1WAWR+4kJZqZsSw\nZAAuPD+Vr/9bxboP/a6+vJN+IfuyWi/KszrfyC/Sf+YrJxoT6WHpwZWdruBw/RHeKNVHpzaX3Nxc\nnyiFspS0QpWTk+OLVAy0lIqLi5FSYjQacTqdvnrvX4PBQFqae13JOEMck5Iu5d3y99zn8Ljwsi3Z\nOtddmjGV82xjm3Q9yn3XwZBS6sTn6quv9r0PJUoVzkr21n2jq7u58yydIGkZaR3B0p7PReyDwWYj\n69EHsV34PV195ZroxnJagyJ7EcftvlW1sRqs3Nf1Xp8gaUk0JvJE9mLGJY5ryy5G5M9/z+PwsTpf\n+dwRyVw7LaNVzmW1um/udXV17N3rdlcVFxdz5MgRwB2ZFw0Va4qjtmLDMWvWrKC6AwcOULOtXFeX\nNDk9qF3Spem6HOmB+4TigjGddOXaOqfvfZlTPy46LGFo2OPkxPVmXtbcRs8XDdpxpV27duFyuXTb\ntUKlbeu1eryi47WIzjrrLF3Zu71Lly66aMvLAyyg1RVrORjgupuSPFk3fSIalCh1ME6ePKkz0a+/\n/nrf+z179tDQoA9S2FqzDRf6H/nNaZEXI+1sCrVKtx5hMJA+53e6uppPPmt0v9biq1q9IF+WPIUU\nY/ineCEE6abOYbe3JafLHCwKGBN5dEG/VgtXHz58uO+912WnDXIYMWJE2H2FWfjuOg2Hamk4EBwV\n1xR69gye71RRUUHN1gpdXdxZ1qB2BqsRS09/FFnNVxVBbQJJTdE7lzppyk6cum3HGo7TFmiFprKy\n0vdw4CUw8s6L11IKdNMNGTIECBYrb3svF9jOo5PRL9KrKtawqlzvVZnaRNcdKFHqcGitofT0dCZM\nmIDB4P4Z2O12vvlGbxV9Uf2FrtzV3JVsS2zGKaznnQuaJy9nyWkcJU2PgooFX9V8pSvnRnjKbW88\n+tRRysr94ypXfr8L55/bKcIeLaNz587k5OQAflHyuu7i4uIYNCj8vDNhNWId5Rf7ijUti8Krq6sL\nqjObzdiP+wMQzNlxGG2hRyri+vutOu/E3UiUaj5ngPQ0/wB+qlH/mf+l+AXeL1uBQ+r3iTVDh+p/\nq1rLqKKigsOH/QngI1lK3r9eUQq0lLRh5AAWg4UpyZN85R21O/ln6Vu+coapC6Oto5p8PUqUOhha\nURoyZAjx8fH0798/5HYItiAiuSSaisFmI+6cs3V1DQcPhWy7x9Yl4isSQoiILyBoXsng+OZP6LVk\nbQh6tSa79/rnpphMggfn923V8wGMGuW+2XhFyfs3NzcXszmyuyZpit+VVtnC0PBQA/spKSm4avxW\nizEtfH+027T7hOOLrXoX37kjkn3vR1iH67ZVuaqYfeKPnL9/PHeemM/aivXUuRoXvqaSnJxM377+\n71z7mQSGiIcSpYqKCurq6nwi5H2oCBSrQEsJYGqy3hLSzu37fvJlId3fjaFEqYMRKErav4HbAcoc\nej/5wHi9iLSUwGwOrvLGXSitQblTf97+8f105TJHGacdp3WvwM+mPfDzWdmc1TfYVRVrRo8eDbhv\ngA0NDT5R8tZHIlkzvlO7sxJ7fvNu1A6Hg0WLFgXVjxkzBpcmFFyYw9/mhMXv4tSGj3upqHTw7aEa\ntu+u5IHHDrP6A/+6ir17xDPobL+lFW5Av9hRzFtl7/DL47/h3H3n83Ths9S7op/LFw1asdGKktZq\nSk1NpUePHr6yVmQKCwt94tO9e3fS0tKC3HqBlhLAGNu5pJuCx+sArggIG48WFX3XwQgnSu+84w7l\n9ubR8lLl0s8QTzYkE0uMnfTHc2nmU7Ql1S7/2IYRIwlCnwFhysGpFDr0YemZpgw+G/BRm/QvWu74\nXetMlA3Eayk1NDSwfv16Tpw44atvbBKtpWcC8QNt1O11f9cVa0voHGXo+h/+8AdfSPiaNWs4cEA/\nL6tHjx4MGDCAIwn+37m0B4uNb5tWvOKCxWvV+hJWrQ+1wC/ce0eObtxuSPxgRllHsrUm/PVXuapZ\nUvQU75Uv5/mez9E3LjZWbW5uLsuWLQP0QhQ4nqTtr1ZkCgoKdGNHmZmZUVlKRmHk8uTLePn0q7r6\nbHM2uQnDmnUtylLqQFRWVur+iQcPHqz7C27R0kZENQRkZ2hqJE1jCLN+Up2rPrZPkNGivU6TMJ2R\nnHaxYPnq5s/nagraYIalS5f63nvFqjG00XCVa6Pv85NPPsmSJUt45plnggQJYNwrIeUAAAqISURB\nVNKkSQghMNj8biNHQfjflF2zzZga/W97wdwcbryuq65OCMGS7MfoYW58Ed7DDUf46bFbqXfFJvuD\nNvjk4MGDvmke4SLvIFiUtOKTmZlJcXExdrudoqKioPZaLk8JTiF0efJlzf4fUqLUgQj0v3t9x1r3\nXXl5OUeP+tOnWA368N5aWUsscdXqj2dIjC6cONZYNZZRvaxvcajymeKBxw5TWdW6A+vgHrfxhg6v\nXLkScIeCn312dO7d5Cn+ccDqz8pwljWevqoxLBYLt99+OwBx/f0uTEdhA87y0Mev3++3zOP6Ref2\nzEg3c+n40JGX2ZZurOz7PjNTrw+5XcvRhmOsKF8Z1TkbI1Bwdu/ejcvliihKnTt39glHYWEhhYWF\nJCUlkZCQQEZGBlJK9u3b5wsxD2UpAYxIGE5Xs16gm+u6AyVKHQqt6y4nJ4ekpCTAvQxBQkJCyHa2\nAFEqtMc2k4HjZL6ubAgzx2VQdVHEVySklBFf4J6XpOW0s7TZ19Rw6qKgV1tRVGLn8WdDL70Qa7zj\nR97PcMSIEUFZw8MRd44Ncw9POLYTKj8I7SKLFiEEL7zwAgMGuLMgaCP8AOr+G+wWdpxu0FlRcVGO\nxRUW27nmpl2UhhHSRGMiD3RbwOb+HzAn47aIQTOfVsdmGkS3bt1IT/dbn7t27eLw4cNB6YW0mEwm\n3z5e953XGvL+1QZKhBMlgzDwPdv5vnKaMZWB8ec0+1qUKHUgtGLTpUsXNm/ezObNm/nkk0/o2rVr\nyHbZZv06KbtqgxM+toTabfoxLFOX0IOmrU2WWe+aCJww/GyPp/hH71cYZ9NP+G0PnDdafwN+cukx\nToZImRNrAl110bruwC0i2oCH5iZoNRqN3HDDDWzdulU3kTZhhH6ssuLfwQ8u5e/pH7DihyQFtRky\nMJEFc3O46nJ9hGdBUYNuTatQdLd059ddfsnyvu+ytu9KpoVYvuHLmuhTM0VCCBEU7KD1jFgslpBW\nrDarQ0FBga8cSpTCue8ALMLvhjcLc4vc30qUOhBasfnyyy8ZP36873Xo0KGQ7cbY9NFUX9ftwSkb\nD52NBvvJfBynNGvXCIGlb05Mjt1UchP0T5HfBIjSSOsIxtrG0CVMpNGZ5LZbe5DZxX9TqKl1cf/i\n0KH1saQlogT6caWqjad1EXPhWL58OStWrGDFihVs3ryZvLw8Xn/99aAJu+bMOMyaibGlr5+k6iP/\nHLi6vVUU/Z/fTS0sgqSJwZO+B51tY97sHN56cQi3/aKHbtvfXjsZtZu3f3w/lmQ/xuSkSbr6Ykfs\nsqUHZnbQitKgQYNCrjXlFZqDBw9SV1fXLEsp1ihR6iDY7Xa+/jq6dYv0onSubluVqzpidFFTqHj/\n37qypW8Ohvj4MK1blxFWvSh9FjBpuD2TaDNy7+16MX/pjXz2/Df02jqxYvjw4b6J19B0UbKOTvHN\nE5K1rqiyO0ydOtX3GjduHFlZWWHbps7wW//SLjk6cxfHf72XE3fs49C0bThP+91vKVdlYmwkm/pd\ns3tj0YSQH82rY+v2ykb77EUIwfiA1FRO6YzZ+GWgKGn/jwNdd14CxccrPN6/3vrk5GTi2+h/U4lS\nByHUGkrhOHr0KKWl7jGVQfEDSQwYV3qq6BlcMvxT7QeVjU8WdRQUUhywXEXixROi6l9rMCRhMEb8\n4yGbqz5iX13ja/G0F265oSsDNIP7Lpd7sb/WxGazMXDgQMAd+NCvX79G9tAjjIKkS1svVVPaLdmY\nsjTWgYSK5YWUvZGPrPcLgTHdTGYUK/OmdjIz+SJ9f5drIgefL/4rX9dGXtzPm1XbS5IxKWaRnlrh\nqaqq4j//+U/IbVq84uMNbgp03wXWtwVKlDoI0awsq8Vr+puEiVEBqUI+q/6C+04tpNalj5yrcdVw\nf/5CHjz1SMRjV65Zz+FJV+Ao0Pv0E6dMCrNH62M1WDlHMzFYIrktbw5H6oMXcmuPmEwGFt2tn/Oy\nan0Jmz5pfsBGNHito5EjR+qspmhJntJ67lBjookezw/WhYcHYYDsJ87GlB7dej/TAhK7rtEEaOyv\n+5ZrDv2Qe0/eR749eNXielcD7wasNtvHEjt3deDaSt6VY6FxSymwHK6+LVCTZzsIWlHKysri2muv\nDWrzyiuvUFFR4Ws/YcIEAGalzWRj1SZd21dPv87Gyk3MSJ2OzWDjUMMhVpavpsRZQm9L76BjFz3y\nOKUvvoTjVAENh44EbbcM6E/iJROD6r00lkoIWrbmEsC1na7h61P+J9199fv5/sFpzEqbSS9LL47b\n89gQsGZOe2LqpHTGje3ER5/7M03cef8BPlk9CoMh/NN4NE/qb74ZepmFO++8kyuvvJJevZo3adf2\nvVQMVgOumsbHk5qDdXgy/TafS+FjRyj7Zz6B61Rm3tWHpInRW2uTAiylnV9XcSK/nuyubjFw4OC1\n0n/wRumbnGsbzWjrKNJNnSl2lPB++QqONugfci5MjF3gjMlkYsiQISHXtfKuoRRIoAUU6L4L1641\nUaLUQdCK0iWXXMLTTz8d1Gbv3r1s2LAhqP34xAs533ZeUPjqcXseiwsfj+r8DfsP0LA/eLKjly63\nz0Y040k7lvww9VqeLV5KkSZzQ52s4/mSF89gr6JHCMHD9/bjgu/7b0rbdlby9vJCpl/VOk+6AwYM\n8IVhNwdDvJHEiZ2pWNl6k37NGXFkPzqA9F/0oG5PFZUflFD+rjvApnxFEZ1/3gMRQbS1dM2MY/jQ\nJLbv8o8lrd1Qwo9n6qNUnTj5rPpzPqv+POLxLozx8ie5ublBoqRdQymQcBaR1WolMTGRqqqqkO1a\nE+W+6yCESi8USLgceEIInsh+lCxT6/wwky6fQsqMYMutrYk3xLM4+6Ez3Y0WMTrEOkr3LjpIfX3r\nWCKxINRaR61BXF8rKdMy6PbQWZgy3e66ul2VlL9X0MieeqZcrLeWVjdzjtXQhCEMSRjceMMmEMpN\nF851B8Fio7WItNvUmJIi5pSU+P9xohGlvXv36tZWyjBn8HKvvzHKOrLRc40MyJYcCdtFE+j+ygvt\nJq3PhYnjeKjbQhINiRHbZZkyWdL9sTbqVdN4YF4fzJoVVA8fq+MvL0eeU3MmSbooDUxt9/0brEYy\n5/oDGwoePoyrNvppDpcFiNIHm07T0OAi1zosKGdiOLqasliS/VizsmhHoqmiFCg2WiEK9761UaLU\nAYlGlOx2O3v26COJ+sf3483er/N8j+foFyKR5LCEoTzX42ke7daItWE0EjfwHLIeeYBe7/7jjIWB\nh2N66nX8p9/qkJMde5p7cHvGHNb1WxV29d0zTd/eVm4NSHC6aMlhysKk2jnTGFPM2M5rvfWfQpHy\ng0zih7gfPBz59RT/JfoF+UYPTyYt1T/yUVXt5OMvyrgx7QY+OmsDd2fdxUjriJB5IntZejInYzbv\n932XnLjeLb6OQIYOHRr0gBetpWQymejUqVPIbW1pKYnvao4vhUKhUPzvoSwlhUKhULQblCgpFAqF\not2gREmhUCgU7QYlSgqFQqFoNyhRUigUCkW7QYmSQqFQKNoNSpQUCoVC0W5QoqRQKBSKdoMSJYVC\noVC0G5QoKRQKhaLd8P8AzmUg2DmfKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x460.8 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colorschemes_fig = logomaker.demo('colorschemes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save figures for documentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done!\n"
     ]
    }
   ],
   "source": [
    "# save figures\n",
    "crp_fig.savefig('logos/crp_energy_logo.png', transparent=True)\n",
    "ss_fig.savefig('logos/ss_probability_logo.png', transparent=True)\n",
    "ww_fig.savefig('logos/ww_information_logo.png', transparent=True)\n",
    "ars_fig.savefig('logos/ars_enrichment_logo.png', transparent=True)\n",
    "nn_fig.savefig('logos/nn_saliency_logo.png', transparent=True)\n",
    "logo_fig.savefig('logos/logomaker_logo.png', transparent=True)\n",
    "colorschemes_fig.savefig('logos/color_schemes.png', transparent=True)\n",
    "\n",
    "# signal end of notebook\n",
    "print('Done!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "anaconda_kernel",
   "language": "python",
   "name": "anaconda_kernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
